{"sample_id": "heldout1000_0000", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_034286", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__coins__7578614_tima_miroshnichenko.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__coins__7578614_tima_miroshnichenko.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__hobby__coins__7578614_tima_miroshnichenko_1.mp4", "instruction": "Convert the entire video into a high-speed motion-tracked data visualization style, where the charts and graphs pulse with real-time energy and the subject’s face is overlaid with dynamic financial heatmaps."}
{"sample_id": "heldout1000_0001", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_7-Scene-0160_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_7-o/22_7-Scene-0160_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_7-o/22_7-Scene-0160_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_7-o/22_7-Scene-0160_part1.mp4", "instruction": "Transform the scene into a gritty, dystopian sci-fi environment. Replace the simple wooden or metal fence with a weathered, rusted barbed wire fence, reinforcing the sense of confinement and decay. Add military-style combat gear to the character: replace the beige jacket with a worn, olive-drab tactical vest and hooded combat uniform, and add a rugged, armored shoulder pad. Equip the character with a futuristic, heavy-duty weapon resting on the counter. Introduce a large, metallic, industrial-looking device on the right side of the counter, resembling a high-tech communication or power unit. Enhance the background with dark, crumbling concrete walls and industrial debris, suggesting a post-apocalyptic or war-torn setting. Adjust the lighting to be dim, moody, and dramatic with high contrast, casting deep shadows and emphasizing textures. Modify the character’s facial expression to an intense, grimacing, battle-ready look, conveying aggression and determination. Maintain the original camera angle, shot scale, and character positioning, preserving the foreground silhouette and overall composition."}
{"sample_id": "heldout1000_0002", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_11-Scene-016_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_11-o/38_11-Scene-016_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_11-o/38_11-Scene-016_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_11-o/38_11-Scene-016_part1.mp4", "instruction": "Enhance the visual quality by increasing the background blur to create a more stylized, cinematic depth of field, emphasizing the subject. Introduce dramatic, directional lighting with subtle highlights on the forehead and cheekbones to add dimension and mood. Enhance facial features with sharper definition and more pronounced texture, particularly in the eyebrows and skin, to give a more intense, stylized appearance. Adjust the color tone to a cooler, higher-contrast palette with increased saturation, especially in the skin tones and background, to create a more dramatic and visually striking atmosphere. Maintain the same composition, character expression, and camera framing."}
{"sample_id": "heldout1000_0003", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_49-Scene-555_part5", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_49-o/31_49-Scene-555_part5.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_49-o/31_49-Scene-555_part5.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_49-o/31_49-Scene-555_part5.mp4", "instruction": "Transform the scene from a natural, everyday setting to a mystical, fantasy-inspired environment. Replace the blurred, natural background with a dark, ancient stone wall and a large, gnarled tree with glowing red and orange leaves, creating an ethereal atmosphere. Enhance the character's appearance with dramatic, soft lighting that highlights facial features and adds a subtle glow. Style the hair with intricate braids and add ornate, dangling earrings with a pink gemstone. Change the clothing to a traditional, flowing garment with rich textures and layered fabrics, featuring a deep red and black color scheme. Increase the depth of field to blur the background further, emphasizing the character in the foreground. Adjust the color palette to be more saturated and cool-toned, with deep blues and purples, enhancing the magical mood. Add subtle visual effects such as faint light particles and a soft haze around the tree and characters to reinforce the fantastical setting. Maintain the same camera angle, shot scale, and character positioning as in the low-cost version."}
{"sample_id": "heldout1000_0004", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_025724", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__conversation__5847865_pavel_danilyuk.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__conversation__5847865_pavel_danilyuk.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__social__conversation__5847865_pavel_danilyuk_1.mp4", "instruction": "Recreate the video in a vibrant, neon-drenched cyberpunk comic style with electric highlights, glowing textures, and motion lines that emphasize the energy of the fist bump."}
{"sample_id": "heldout1000_0005", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_37-Scene-218_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_37-o/39_37-Scene-218_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_37-o/39_37-Scene-218_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_37-o/39_37-Scene-218_part1.mp4", "instruction": "Transform the modern, futuristic headpiece into an elaborate traditional Chinese-style headdress with intricate hairpins and styled black hair. Replace the simple, contemporary blouse with a traditional Hanfu-style garment featuring a white outer layer with a black collar and refined, period-appropriate fabric texture. Replace the plain, neutral background with a richly decorated interior setting, including a glowing yellow lantern with tiered paper shades and a dark wooden lattice screen. Enhance the lighting to create a warm, dramatic ambiance with soft golden highlights and deep shadows, emphasizing the lantern as a key light source. Add subtle atmospheric haze to deepen the scene's mood. Maintain the subject's facial expression, pose, and camera framing throughout the transformation."}
{"sample_id": "heldout1000_0006", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_23-Scene-205_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_23-o/39_23-Scene-205_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_23-o/39_23-Scene-205_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_23-o/39_23-Scene-205_part2.mp4", "instruction": "Transform the modern interior into a richly decorated, opulent palace setting. Replace the simple white vase with an ornate golden candelabra holding multiple lit candles. Change the plain red curtain into luxurious deep red velvet drapes with gold trim. Replace the minimalist wooden door with an intricately carved, traditional palace door featuring geometric lattice patterns. Upgrade the character's gray suit into a dark, glossy, historically inspired royal robe with detailed embroidery and a matching black hat. Replace the modern table with an elaborate wooden throne-style chair with carved armrests. Enhance the lighting to be warm, dramatic, and atmospheric, with soft candlelight casting deep shadows and golden glows. Add rich, textured fabrics to the background walls, including patterned silk and brocade. Replace the plain green decorative element with a large, gilded dragon sculpture with intricate detailing. Ensure all changes preserve the original camera angle, character pose, and scene layout."}
{"sample_id": "heldout1000_0007", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_04-Scene-389_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_04-o/33_04-Scene-389_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_04-o/33_04-Scene-389_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_04-o/33_04-Scene-389_part2.mp4", "instruction": "Enhance the scene by intensifying the autumn foliage colors to vibrant, natural reds and yellows, preserving the tree structure and leaf patterns. Add realistic tree bark textures and detailed branches to the existing tree silhouettes. Improve lighting to simulate soft, natural daylight with subtle shadows and highlights, creating depth and atmosphere. Refine the background to show a clear, slightly overcast sky and a ground plane with visible soil and fallen leaves, removing digital noise and artifacts. Enhance the clothing of the figures to appear as flowing, high-quality white robes with visible fabric folds and subtle sheen, consistent with traditional or period attire. Maintain the same camera motion, shot scale, and character positions while adding cinematic depth and realism to the environment and materials."}
{"sample_id": "heldout1000_0008", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_09-Scene-078_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_09-o/35_09-Scene-078_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_09-o/35_09-Scene-078_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_09-o/35_09-Scene-078_part1.mp4", "instruction": "Transform the modern indoor setting into an ornate, traditional Chinese interior with dark wood paneling, intricate carvings, and classical furnishings. Replace the casual blue jacket with an elaborate traditional robe featuring floral embroidery, a high collar, and layered fabric. Convert the simple ponytail into an intricate updo adorned with turquoise hairpins and decorative ornaments. Add matching traditional earrings with jade and pearl details. Replace the modern blue headphones with ornate hair accessories that blend with the hairstyle. Enhance the lighting to be warmer and more atmospheric, with soft shadows and ambient glow from lanterns or candles. Adjust the color grading to richer, more saturated tones with a vintage cinematic feel, emphasizing deep blues, reds, and golds. Maintain the same camera angle, shot scale, and character positioning, preserving the interaction and facial expressions."}
{"sample_id": "heldout1000_0009", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_35-Scene-511_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_35-o/24_35-Scene-511_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_35-o/24_35-Scene-511_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_35-o/24_35-Scene-511_part1.mp4", "instruction": "Transform the modern casual clothing into elaborate period armor with ornate golden shoulder guards, intricate red and black patterns, and metallic embellishments. Replace the simple hairstyles with styled updos adorned with decorative headpieces featuring gemstones and metalwork. Change the neutral park background to a dramatic, overcast battlefield setting with a cloudy sky. Enhance the lighting to a moody, cinematic tone with strong contrast and atmospheric shadows. Add a full moon and swirling mist in the background to deepen the dramatic atmosphere. Maintain the same character poses, camera angle, and action timing while upgrading materials, textures, and visual effects to match a high-production fantasy or historical epic style."}
{"sample_id": "heldout1000_0010", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_03-Scene-421_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_03-o/24_03-Scene-421_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_03-o/24_03-Scene-421_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_03-o/24_03-Scene-421_part1.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style by replacing the simple white blouse with an ornate red dress featuring intricate gold embroidery on the shoulders and sleeves. Add elaborate hair accessories with red and gold floral ornaments to the woman's updo, while preserving her facial expression and pose. Transform the neutral, soft background into a richly decorated golden palace interior with warm, glowing light sources and ornate architectural details. Increase the overall color saturation and brightness to create a vibrant, dramatic atmosphere, and apply warm, cinematic lighting with soft highlights and deep shadows to emphasize the luxurious materials and textures. Maintain the same camera angle, shot scale, and character positioning as in the original low-cost version."}
{"sample_id": "heldout1000_0011", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_37-Scene-209_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_37-o/31_37-Scene-209_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_37-o/31_37-Scene-209_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_37-o/31_37-Scene-209_part1.mp4", "instruction": "Transform the scene into a cinematic, period fantasy setting by replacing the indoor plant with a vibrant cherry blossom tree in full bloom, positioned behind the characters. Change the woman's modern casual attire to a flowing traditional Chinese-style white robe with a sash, and the man's modern shirt to a textured, layered traditional robe with a light blue sash. Update the background shelving unit to a rustic wooden design with traditional ceramic jars and pottery. Enhance the lighting to create a soft, ethereal glow, and apply a rich, warm color grade with heightened saturation to emphasize the fantasy atmosphere. Add subtle atmospheric effects such as soft mist or light particles around the cherry blossoms. Maintain the original camera position, character poses, and scene layout."}
{"sample_id": "heldout1000_0012", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_053491", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__vocals__8115522_anna_pou.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__vocals__8115522_anna_pou.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__art__vocals__8115522_anna_pou_2.mp4", "instruction": "Transform the scene into a vibrant, comic book panel style with bold outlines, onomatopoeic text effects (e.g., 'WHAM!', 'SPLASH!'), and dynamic perspective shifts."}
{"sample_id": "heldout1000_0013", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_015515", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__surfing__4587904_ketut_subiyanto.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__surfing__4587904_ketut_subiyanto.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__surfing__4587904_ketut_subiyanto_1.mp4", "instruction": "Generate a version that is a photorealistic depiction of a woman with red hair, blue eyes, and wearing a futuristic white vest over a black turtleneck, capturing the same level of detail and lighting as seen in the original image."}
{"sample_id": "heldout1000_0014", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_14-Scene-168_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_14-o/34_14-Scene-168_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_14-o/34_14-Scene-168_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_14-o/34_14-Scene-168_part1.mp4", "instruction": "Transform the modern casual attire into traditional East Asian robes with layered white and grey fabrics, featuring wide sleeves and a formal, flowing design. Replace the modern pen with a traditional calligraphy brush, held with a refined grip. Change the background to a dimly lit, ornate interior with traditional wooden architecture, paper lanterns, and patterned screens, evoking a historical or fantasy setting. Add soft, atmospheric lighting with warm glows from lanterns and subtle bokeh effects. Enhance the hair into a neat, high topknot adorned with a delicate metallic hairpiece. Maintain the same pose, hand position, and camera angle, preserving the subject's focused expression and the overall composition. Upgrade the materials to appear more luxurious, with silk-like textures and refined details on clothing and props."}
{"sample_id": "heldout1000_0015", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_028017", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0145__5ffe7443b02bb6275f66f84521de0db0.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0145__5ffe7443b02bb6275f66f84521de0db0.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0145__5ffe7443b02bb6275f66f84521de0db0_2.mp4", "instruction": "Transform the scene into a digital art piece with flat vector shapes, neon outlines, and a clean, futuristic UI interface overlay showing traffic flow analytics."}
{"sample_id": "heldout1000_0016", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_15-Scene-411_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_15-o/35_15-Scene-411_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_15-o/35_15-Scene-411_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_15-o/35_15-Scene-411_part1.mp4", "instruction": "Transform the modern, casual attire into traditional, ornate period garments with intricate embroidery and layered fabrics; replace the contemporary indoor setting with an elaborate historical interior featuring wooden lattice screens, heavy drapes, and antique furniture; substitute everyday props like books and cups with traditional items such as fans, scrolls, and porcelain teapots; add intricate headpieces and jewelry to each character; enhance lighting to create dramatic, stylized effects with warm, directional light sources and deep shadows; enrich materials with silk, brocade, and polished wood; and apply a cinematic color grade with muted, earthy tones and high contrast to evoke a historical drama atmosphere, while preserving the original layout, character positions, actions, and camera motion."}
{"sample_id": "heldout1000_0017", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_25-Scene-321_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_25-o/35_25-Scene-321_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_25-o/35_25-Scene-321_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_25-o/35_25-Scene-321_part1.mp4", "instruction": "Transform the modern, minimalist interior into an ornate, traditional Chinese palace setting. Replace the plain gray walls with intricately carved wooden panels and lattice screens. Upgrade the simple white table and chairs to a dark, polished wooden desk with elaborate carvings and matching traditional chairs. Change the characters' casual clothing to period-appropriate attire: the woman on the left wears a dark, embroidered qipao with a floral hairpiece, and the woman on the right wears a light pink, high-collared traditional dress with matching hair ornaments. Replace the modern desk accessories (books, mug, laptop) with period-appropriate items: a brass lantern, inkstone, calligraphy brush, and scrolls. Add decorative elements such as vases, incense burners, and a red lantern in the background. Enhance the lighting to be warm, dramatic, and atmospheric, with soft shadows and golden highlights to evoke a historical, cinematic mood. Maintain the original camera position, character poses, and scene layout."}
{"sample_id": "heldout1000_0018", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_19-Scene-288_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_19-o/31_19-Scene-288_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_19-o/31_19-Scene-288_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_19-o/31_19-Scene-288_part1.mp4", "instruction": "Enhance the scene with cinematic lighting and color grading, introducing a rich, deep blue and teal color palette with high contrast and atmospheric depth. Replace the simple, indistinct background with a detailed traditional East Asian pavilion setting, featuring red pillars, wooden railings, and ornate green drapery. Add a glowing red paper lantern hanging from the ceiling to serve as a key light source, casting warm highlights and creating dramatic shadows. Transform the casual, undefined clothing into an elaborate, textured dark teal robe with intricate patterns and a golden pendant, emphasizing luxurious materials. Introduce a sleeping figure in the foreground wearing a detailed brown fur-lined cloak, positioned on a wooden platform with a purple tasseled curtain nearby. Maintain the original camera motion and framing, preserving the composition and spatial relationships while upgrading the visual fidelity and production design to a high-cost, period-fantasy aesthetic."}
{"sample_id": "heldout1000_0019", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_16-Scene-556_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_16-o/38_16-Scene-556_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_16-o/38_16-Scene-556_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_16-o/38_16-Scene-556_part1.mp4", "instruction": "Transform the scene from a stylized, low-cost animation to a realistic, cinematic depiction. Replace the dark, flat night sky with a bright, dynamic daytime sky filled with voluminous white clouds and natural sunlight. Convert the artificial-looking wooden structure into a weathered, rustic pavilion with textured wooden beams and a roof made of natural slate tiles, showing signs of age and exposure. Add realistic moss and lichen growth on the wooden beams and roof edges to enhance organic detail. Enhance the surrounding environment by replacing the simplified, flat-colored mountains with detailed, rocky mountain ranges covered in natural vegetation. Replace the stylized, glowing trees with realistic, dense foliage and trees with natural bark textures and leaf patterns. Adjust lighting to natural daylight, casting soft, realistic shadows consistent with the sun's position. Ensure the person's clothing and silhouette remain consistent in pose and position, but render them with realistic fabric textures and natural lighting. Maintain the original camera angle, shot scale, and composition without altering the layout or action."}
{"sample_id": "heldout1000_0020", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_31-Scene-374_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_31-o/39_31-Scene-374_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_31-o/39_31-Scene-374_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_31-o/39_31-Scene-374_part2.mp4", "instruction": "Transform the scene into a richly detailed, period-style cinematic setting. Replace the small potted plant on the table with a large, glowing red candle to serve as the primary light source. Enhance the background by adding ornate, layered drapery with tassels and intricate patterns, and replace the simple bed with a luxurious canopy bed featuring heavy, shimmering fabrics. Upgrade the characters' clothing: the man should wear an elaborate, textured traditional robe with rich embroidery, and the woman should wear a flowing, ornate gown with detailed sleeves and a matching headpiece. Adjust the lighting to be warm, dramatic, and candle-lit, casting soft glows and deep shadows to enhance the atmosphere. Add subtle sparkles and a golden haze to the air to create a magical, intimate ambiance. Keep the characters' positions, actions, and camera framing unchanged."}
{"sample_id": "heldout1000_0021", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_4-Scene-1013_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_4-o/22_4-Scene-1013_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_4-o/22_4-Scene-1013_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_4-o/22_4-Scene-1013_part2.mp4", "instruction": "Transform the scene into a dark, high-tech sci-fi environment. Replace the neutral office-style background with a metallic, angular corridor featuring hexagonal recesses and industrial paneling. Upgrade the man's attire to a black military-style uniform with a peaked cap and silver insignia on the belt. Replace the woman in blue with a figure in a black hooded outfit, and the woman in white with a figure in a black tactical suit with a helmet and face mask. Add glowing red interface elements on a control panel in the foreground. Introduce dim, atmospheric lighting with subtle reflections on metallic surfaces, and enhance the overall mood with a cold, shadowy ambiance. Keep the same camera angle, character positions, and actions, preserving the layout and scene semantics."}
{"sample_id": "heldout1000_0022", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_011947", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__3868625_stefwithanf.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__3868625_stefwithanf.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__danceperformance__3868625_stefwithanf_3.mp4", "instruction": "Personify it as a girl with glowing blue skin, striking red lipstick, and long dark hair, wearing a hooded jacket, and apply a vibrant, neon-lit, cyberpunk-inspired artistic style."}
{"sample_id": "heldout1000_0023", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_15-Scene-599_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_15-o/35_15-Scene-599_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_15-o/35_15-Scene-599_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_15-o/35_15-Scene-599_part1.mp4", "instruction": "Transform the modern, minimalist interior into an ornate traditional Chinese-style room with wooden lattice walls, hanging lanterns, and a patterned rug. Replace the contemporary casual clothing with elaborate traditional garments featuring intricate embroidery, flowing sleeves, and period-appropriate fabrics. Substitute modern props like coffee mugs and simple furniture with traditional items such as antique wooden tables, tea sets, and decorative vases. Add intricate accessories including hairpins, headpieces, and jewelry consistent with historical Chinese attire. Enhance the lighting to create a warm, dramatic atmosphere with directional light sources and soft shadows, emphasizing depth and texture. Maintain the same character positions, actions, camera motion, and scene layout while upgrading materials, textures, and color grading to reflect a rich, cinematic period aesthetic."}
{"sample_id": "heldout1000_0024", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_17-Scene-484_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_17-o/38_17-Scene-484_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_17-o/38_17-Scene-484_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_17-o/38_17-Scene-484_part2.mp4", "instruction": "Transform the modern indoor setting into an ornate, traditional-style background with warm, ambient lighting and wooden architectural details. Replace the contemporary casual clothing with flowing, period-appropriate traditional attire in soft, natural fabrics. Change the simple hairstyle with a blue headband into an elaborate updo with intricate hair accessories and loose strands framing the face. Enhance the lighting to be dramatic and stylized, with soft highlights and warm glows from background lanterns or candles, creating a cinematic atmosphere. Maintain the same facial expression, pose, and camera framing while upgrading the materials, textures, and overall visual richness to match a high-production historical or fantasy scene."}
{"sample_id": "heldout1000_0025", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_038361", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0187__7f5e9ca5730b91e2d4643f7beaca0bfb.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0187__7f5e9ca5730b91e2d4643f7beaca0bfb.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0187__7f5e9ca5730b91e2d4643f7beaca0bfb_1.mp4", "instruction": "Render the entire video in a high-contrast, noir-style cinematic aesthetic with deep shadows, dramatic lighting, and a monochromatic color palette with selective color accents."}
{"sample_id": "heldout1000_0026", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_36-Scene-370_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_36-o/35_36-Scene-370_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_36-o/35_36-Scene-370_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_36-o/35_36-Scene-370_part1.mp4", "instruction": "Transform the modern casual attire into ornate traditional Chinese clothing: replace the black sweatshirt with a rich red qipao featuring intricate floral embroidery on the collar and shoulders. Change the simple bun hairstyle into an elaborate traditional updo with green jade hairpins and decorative black hair accessories. Replace the plain background with a rainy, atmospheric palace courtyard featuring blurred traditional architecture and falling rain. Enhance the lighting to be soft and dramatic, with a moody, cinematic color grade emphasizing deep reds and muted tones. Add subtle rain effects and atmospheric haze to the scene. Keep the same camera angle, shot scale, and character positions, preserving the interaction and facial expressions."}
{"sample_id": "heldout1000_0027", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_018520", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__conference__5311252_olia_danilevich.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__conference__5311252_olia_danilevich.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__3D_gathering__conference__5311252_olia_danilevich_1.mp4", "instruction": "Render the video in a retro 1970s office aesthetic with warm sepia tones, visible film grain, and a slightly faded color palette, as if from a recovered home video tape."}
{"sample_id": "heldout1000_0028", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_01-Scene-102_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_01-o/38_01-Scene-102_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_01-o/38_01-Scene-102_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_01-o/38_01-Scene-102_part1.mp4", "instruction": "Transform the modern casual clothing into traditional martial arts attire with flowing white robes, dark sashes, and period-appropriate accessories. Replace the contemporary urban background with a historical East Asian village setting featuring wooden buildings, tiled roofs, and natural foliage. Introduce visible weapons such as swords and staffs held by characters, consistent with the martial arts theme. Enhance lighting with dramatic backlighting and lens flares to create a cinematic atmosphere, emphasizing high contrast and dynamic shadows. Add a crowd of background characters dressed in period-appropriate clothing, holding weapons, to reinforce the historical setting. Maintain the original camera motion, shot scale, and character positions while upgrading materials, textures, and color grading to achieve a rich, cinematic look with warm tones and atmospheric depth."}
{"sample_id": "heldout1000_0029", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__16-Scene-1369_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/16-o/16-Scene-1369_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/16-o/16-Scene-1369_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/16-o/16-Scene-1369_part1.mp4", "instruction": "Enhance the scene with dramatic, high-contrast lighting that emphasizes the characters' faces and creates deep shadows, using strong vertical light sources to add tension and mood. Intensify the color grading to increase saturation and contrast, giving the scene a cinematic, moody tone. Add subtle atmospheric haze to the corridor to enhance depth and mystery. Maintain the same character positions, expressions, and camera motion, but elevate the visual style to a high-production cinematic look with richer textures and more pronounced lighting effects."}
{"sample_id": "heldout1000_0030", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_41-Scene-274_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_41-o/31_41-Scene-274_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_41-o/31_41-Scene-274_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_41-o/31_41-Scene-274_part1.mp4", "instruction": "Transform the young girl into an adult male character with a mustache, styled long black hair tied in a traditional topknot with a silver ornamental hairpiece, and replace her denim jacket with a white and gray striped traditional robe. Replace the modern park background with a lush, vibrant green forest setting. Enhance the lighting to be more dramatic and stylized, with soft, diffused highlights and deeper shadows to create a cinematic atmosphere. Maintain the same camera angle, shot scale, and facial expression progression, preserving the interaction with the person on the left. The character should hold two dark wooden objects in front of him, consistent with the scene's period aesthetic."}
{"sample_id": "heldout1000_0031", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_013204", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__practice__4098949_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__practice__4098949_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__sports__practice__4098949_cottonbro_studio_2.mp4", "instruction": "Reinterpret the scene as a high-fashion editorial shot in a luxury studio, with sharp lighting, glossy textures, and a pastel color grading that enhances the elegance of the attire and setting."}
{"sample_id": "heldout1000_0032", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_067559", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__people__9564700_mart__production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__people__9564700_mart__production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__people__9564700_mart__production_3.mp4", "instruction": "Blend it into a fantasy-style depiction of a sorceress with glowing blue eyes, long dark hair, and intricate silver armor, casting a mystical blue spell from her outstretched hand."}
{"sample_id": "heldout1000_0033", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__17-Scene-1121_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/17-o/17-Scene-1121_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/17-o/17-Scene-1121_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/17-o/17-Scene-1121_part2.mp4", "instruction": "Transform the scene from a bright, everyday office or home environment into a dark, industrial, high-tech facility with a cinematic atmosphere. Replace the soft, natural lighting with dramatic, low-key lighting featuring cool blue tones and focused spotlights to create depth and mood. Enhance the background with metallic structures, exposed pipes, and industrial shelving filled with technical equipment. Replace the casual office attire of the people with tactical gear, including helmets, vests, and dark uniforms, while keeping the subject's shirt as a base layer. Introduce advanced machinery and robotic units in the background, with visible cables, screens, and glowing interfaces. Add atmospheric haze and subtle lens flares to enhance the sci-fi ambiance. Maintain the same camera angle, subject position, and overall composition while upgrading the visual fidelity and production design to a high-cost cinematic standard."}
{"sample_id": "heldout1000_0034", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_043029", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__athletics__7406588_darina_belonogova.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__athletics__7406588_darina_belonogova.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__sports__athletics__7406588_darina_belonogova_2.mp4", "instruction": "Transform the scene into a high-definition, hyper-realistic winter fantasy film with cinematic depth-of-field, volumetric snowfall, and subtle lens flares from the sunlit snow."}
{"sample_id": "heldout1000_0035", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_23-Scene-110_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_23-o/35_23-Scene-110_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_23-o/35_23-Scene-110_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_23-o/35_23-Scene-110_part1.mp4", "instruction": "Transform the modern, casual attire into an ornate, traditional-style costume with a high black collar and intricate dark embroidery on the shoulders, replacing the plain blue shirt. Change the neutral, bright background to a rich, deep red interior with soft, warm lighting and subtle decorative elements like hanging lanterns. Enhance the lighting to be more dramatic and cinematic, with directional shadows and a moody atmosphere. Replace the simple white mug on the table with period-appropriate props such as a lacquered tray or ceremonial tea set. Maintain the subject's bald head, facial expression, and head orientation, preserving the original camera angle, shot scale, and timing. Ensure the overall scene conveys a historical or period drama aesthetic with refined materials and atmospheric depth."}
{"sample_id": "heldout1000_0036", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_19-Scene-182_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_19-o/31_19-Scene-182_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_19-o/31_19-Scene-182_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_19-o/31_19-Scene-182_part1.mp4", "instruction": "Transform the scene into a cinematic, period fantasy setting. Replace the modern blue spherical lights with a vertical string of glowing pink and white traditional Chinese lanterns, each with golden tassels. Replace the plain gray wall and white curtains with a richly detailed red wooden pavilion structure featuring ornate pillars, green sheer drapery, and golden tassels. Replace the characters' casual clothing with elaborate period costumes: the woman wears a dark, intricately patterned robe with silver embroidery and layered sleeves, while the man wears a red and black warrior-style outfit with metallic arm guards and detailed shoulder armor. Replace the plastic bottles with ornate dark glass flasks. In the background, add a traditional Chinese pagoda-style roof with tiled eaves. Enhance the lighting to a vibrant, saturated daylight with a cool blue sky, and apply a cinematic color grade with high contrast and rich saturation to emphasize the fantasy atmosphere. Keep the characters' poses, actions, and camera framing unchanged."}
{"sample_id": "heldout1000_0037", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_1-Scene-0380_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_1-o/26_1-Scene-0380_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_1-o/26_1-Scene-0380_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_1-o/26_1-Scene-0380_part1.mp4", "instruction": "Replace the suburban, overcast outdoor view visible through the large windows with a bright, expansive futuristic cityscape featuring tall skyscrapers, clean geometric architecture, and a clear sky. Enhance the lighting to be more dramatic and cinematic, with strong contrast and a cool, high-contrast color grade. Upgrade the character in the white coat to a sleek, minimalist lab uniform with a more polished, high-tech appearance. Add subtle reflections and ambient light on the floor and surfaces to emphasize the advanced, sterile environment. Maintain the same camera angle, character positions, and interactions, but elevate the overall atmosphere to feel like a high-tech, futuristic facility. Preserve the existing furniture and layout, but enhance their materials to appear more modern and refined, with glossy finishes and precise lines. Introduce a slight haze or atmospheric depth in the background to enhance the sense of scale and grandeur."}
{"sample_id": "heldout1000_0038", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_015945", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__shooting__4649845_katrin__bolovtsova.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__shooting__4649845_katrin__bolovtsova.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__shooting__4649845_katrin__bolovtsova_1.mp4", "instruction": "Personify it as a stylish woman with bold makeup, intricate tattoos, and a vibrant blue top, rendered in a high-contrast, cinematic style with dramatic lighting and saturated colors."}
{"sample_id": "heldout1000_0039", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_70-Scene-266_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_70-o/35_70-Scene-266_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_70-o/35_70-Scene-266_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_70-o/35_70-Scene-266_part1.mp4", "instruction": "Transform the modern bedroom into an ornate, traditional Chinese-style chamber. Replace the plain green curtains with heavy, patterned golden silk drapes. Change the contemporary bed frame and bedding into a traditional canopy bed with intricately embroidered silk linens. Update the characters' casual clothing to traditional Chinese robes: the standing woman wears a dark, flowing robe with subtle embroidery, and the man wears a light beige, high-collared robe with fine detailing. Replace the modern furniture and props with period-appropriate items: add wooden lattice screens, a carved wooden bed canopy, and traditional lanterns in the background. Enhance the lighting to warm, ambient tones with soft candlelight and rich color grading to evoke a historical atmosphere. Maintain the same camera angle, character positions, and scene layout."}
{"sample_id": "heldout1000_0040", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_014601", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0103__43b8579598dc5091199405b7828c56cd.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0103__43b8579598dc5091199405b7828c56cd.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0103__43b8579598dc5091199405b7828c56cd_1.mp4", "instruction": "Render the entire video in a meditative, slow-motion oceanic film style with deep blue gradients and ethereal light diffusion, evoking a Zen-like stillness."}
{"sample_id": "heldout1000_0041", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_9-Scene-0903_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_9-o/22_9-Scene-0903_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_9-o/22_9-Scene-0903_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_9-o/22_9-Scene-0903_part4.mp4", "instruction": "Transform the modern indoor scene into a futuristic sci-fi environment: replace the police officers with white-armored stormtroopers, including their distinctive helmets and blaster rifles; replace the human bystanders with a mix of human and alien characters, including a large, shaggy Wookiee standing prominently in the center; change the background to a sleek, metallic spaceship corridor with glowing blue panels and circular windows; replace the flashlights and cameras with blaster rifles; modify the lighting to a cool, blue-toned, artificial glow emanating from the ship's interior lights and panels; update the clothing of the characters to match the sci-fi setting—stormtrooper armor, rugged alien attire, and worn space traveler outfits; enhance the atmosphere with a reflective, polished floor and a sense of high-tech tension; maintain the same character positions, camera angle, and action dynamics as in the original scene."}
{"sample_id": "heldout1000_0042", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_39-Scene-267_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_39-o/32_39-Scene-267_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_39-o/32_39-Scene-267_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_39-o/32_39-Scene-267_part2.mp4", "instruction": "Replace the futuristic blue neon headdress with an ornate, traditional golden hairpiece featuring intricate filigree and dangling beads. Enhance the makeup with bold, defined eyebrows, dramatic winged eyeliner, and vibrant red lipstick. Transform the modern white top into a flowing, period-style robe with delicate embroidery and layered fabric. Replace the neutral, blurred background with a richly detailed interior featuring golden lattice patterns and warm, ambient lighting. Adjust the overall lighting to be more dramatic and cinematic, with soft highlights and deep shadows to emphasize texture and depth. Maintain the same head position, gaze direction, and facial expression throughout the sequence."}
{"sample_id": "heldout1000_0043", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_35-Scene-414_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-414_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-414_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_35-o/32_35-Scene-414_part1.mp4", "instruction": "Transform the character's modern casual clothing into a flowing, traditional white robe with long sleeves and a green sash, styled with an elegant updo and long hair. Enhance the forest background with realistic, dense foliage and natural tree textures, replacing the stylized, cartoonish trees. Add soft, diffused daylight lighting with subtle dappled shadows from overhead canopy, replacing the flat and inconsistent lighting. Introduce atmospheric depth with gentle mist or haze in the background to enhance the cinematic mood. Maintain the character's motion, camera angle, and scene layout while upgrading the visual fidelity and production design to a high-cost cinematic style."}
{"sample_id": "heldout1000_0044", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__14-Scene-1206_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/14-o/14-Scene-1206_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/14-o/14-Scene-1206_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/14-o/14-Scene-1206_part1.mp4", "instruction": "Enhance the visual quality by replacing the dark, textured chain with a shiny, metallic silver chain that reflects light, increasing its prominence and realism. Introduce dramatic, directional lighting with strong highlights on the hand and chain, creating deep, cinematic shadows that emphasize texture and form. Replace the flat, dark ground with a coarse, gritty surface resembling dark soil or gravel, adding small stones and debris for realism. Maintain the hand's position and motion, but enhance skin texture with subtle pores and natural sheen. Keep the dark, textured fabric above the hand as a consistent visual anchor. Preserve the close-up shot scale and camera motion, ensuring the hand remains the central focus. Add atmospheric depth with a slightly hazy, moody ambiance to enhance the cinematic tone, while keeping the overall composition unchanged."}
{"sample_id": "heldout1000_0045", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_08-Scene-460_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_08-o/35_08-Scene-460_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_08-o/35_08-Scene-460_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_08-o/35_08-Scene-460_part3.mp4", "instruction": "Transform the modern interior setting into an ornate, traditional-style palace interior with rich red and gold walls, intricate wooden carvings, and hanging lanterns. Replace the character's business-casual suit with a dark, flowing traditional robe with subtle embroidery. Add a long, black queue hairstyle to the character's head. Replace the modern couch with an elaborately carved wooden throne with golden accents. Replace the abstract wall art and books with traditional Chinese paintings and calligraphy scrolls. Introduce soft, warm, atmospheric lighting with visible light beams and haze to create a cinematic, period drama ambiance. Keep the character's pose, facial expression, and hand position unchanged, preserving the original camera angle and shot scale."}
{"sample_id": "heldout1000_0046", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_24-Scene-348_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_24-o/38_24-Scene-348_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_24-o/38_24-Scene-348_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_24-o/38_24-Scene-348_part2.mp4", "instruction": "Transform the modern, casual setting into a stylized, period-inspired environment. Replace the realistic street background with a blurred, ancient-style architectural backdrop featuring traditional buildings and wooden structures. Enhance the hairstyle by adding an ornate, metallic hairpiece that secures the topknot, and style the hair to appear more voluminous and dramatic. Change the clothing to a traditional, layered garment with subtle blue and gray tones, featuring intricate fabric textures and a high collar. Adjust the lighting to be softer and more diffused, with a warm, cinematic tone that enhances the period atmosphere. Maintain the subject's facial expression, head position, and camera framing while adding rich color grading and atmospheric depth to the scene."}
{"sample_id": "heldout1000_0047", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_37-Scene-544_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_37-o/31_37-Scene-544_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_37-o/31_37-Scene-544_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_37-o/31_37-Scene-544_part2.mp4", "instruction": "Replace the simple green hair accessory with an ornate, colorful hairpiece featuring beads, shells, and intricate metalwork. Transform the plain modern clothing into richly detailed period attire with embroidered patterns and layered fabric, particularly visible on the collar and shoulder. Change the neutral indoor background to a stylized, patterned lattice window with soft, diffused purple lighting. Enhance the overall lighting to be more dramatic and cinematic, with a cool purple hue and soft highlights on the skin, while preserving the original facial expression, pose, and camera framing."}
{"sample_id": "heldout1000_0048", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_19-Scene-308_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_19-o/38_19-Scene-308_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_19-o/38_19-Scene-308_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_19-o/38_19-Scene-308_part1.mp4", "instruction": "Enhance the scene with period-appropriate cinematic styling: replace the simple blue hair accessories with ornate, gold-toned hairpins featuring intricate filigree and red gemstone accents; upgrade the light blue traditional attire to a richly embroidered, deep red and gold brocade robe with detailed patterns; add a delicate pearl necklace and matching earrings to complement the regal look; intensify the lighting to create dramatic highlights and soft shadows, emphasizing the textures of the fabric and jewelry; maintain the same facial expressions, camera angle, and background composition, but enrich the atmosphere with a warm, golden color grade to evoke a historical or fantasy setting; keep the background characters visible but slightly blurred to focus on the main subject, preserving the original shot scale and timing."}
{"sample_id": "heldout1000_0049", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_003756", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__carving__10669346_ron_lach.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__carving__10669346_ron_lach.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__carving__10669346_ron_lach_1.mp4", "instruction": "Turn it into a close-up of a mysterious creature's eye, rendered in a photorealistic style with intricate, vein-like patterns radiating outward from the pupil, set against a dark, textured background."}
{"sample_id": "heldout1000_0050", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_27-Scene-031_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_27-o/32_27-Scene-031_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_27-o/32_27-Scene-031_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_27-o/32_27-Scene-031_part1.mp4", "instruction": "Replace the simple headband with an ornate, jeweled crown featuring intricate metalwork and a central gemstone. Transform the modern, casual white robe into a richly detailed traditional garment with a textured, patterned fabric and a prominent blue-and-white geometric collar. Replace the plain indoor background with a luxurious royal setting, including a golden throne with carved scrollwork and deep red curtains. Enhance the lighting to create dramatic, warm highlights and deep shadows, emphasizing the regal atmosphere. Add subtle atmospheric haze to deepen the scene's grandeur, while preserving the character's facial expression, head position, and camera framing."}
{"sample_id": "heldout1000_0051", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_19-Scene-180_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_19-o/31_19-Scene-180_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_19-o/31_19-Scene-180_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_19-o/31_19-Scene-180_part1.mp4", "instruction": "Transform the scene into a traditional Chinese fantasy setting: replace the modern purple gradient spheres with a vertical string of glowing red and pink paper lanterns with golden tassels. Replace the contemporary building facade and white curtains with a richly detailed red wooden pavilion structure featuring ornate pillars, green sheer drapery, and golden tassels. Change the characters' modern casual clothing into elaborate traditional Chinese garments — the left character wears a dark, patterned robe with metallic accents and a black headband, while the right character wears a deep red robe with black trim and a matching headband. In the background, replace the plain wall with a traditional tiled roof and stone wall of a classical Chinese building. Enhance the lighting to a bright, cinematic daylight with a slightly hazy, ethereal atmosphere, and apply a warm, saturated color grade to emphasize the reds and golds. Keep the characters' positions, expressions, and actions unchanged, preserving the original camera angle and shot scale."}
{"sample_id": "heldout1000_0052", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_11-Scene-591_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_11-o/31_11-Scene-591_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_11-o/31_11-Scene-591_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_11-o/31_11-Scene-591_part1.mp4", "instruction": "Transform the modern casual attire into traditional Chinese-style clothing: replace the plain gray and blue t-shirt with a layered, ornate Hanfu-style dress featuring a green patterned inner layer, pink floral embroidery, and a lavender outer robe. Add intricate hair accessories to the braided hairstyle, including decorative hairpins and a small floral ornament. Replace the simple background with a wooden slat wall and a hanging purple fabric drape, evoking a historical or fantasy setting. Enhance the lighting to a warm, dramatic tone with soft shadows, and add a fur-trimmed garment to the male character’s shoulder, replacing his plain blue shirt with an elaborate, embroidered white and gold robe with a tall, ornate headdress. Maintain the same facial expressions, body positions, and camera framing."}
{"sample_id": "heldout1000_0053", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_20-Scene-332_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_20-o/24_20-Scene-332_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_20-o/24_20-Scene-332_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_20-o/24_20-Scene-332_part1.mp4", "instruction": "Enhance the scene to a cinematic historical aesthetic by replacing the modern red LED display above the signboard with a traditional wooden frame featuring aged, weathered texture and warm, natural wood grain. Adjust the lighting to be softer and more ambient, simulating overcast daylight with subtle shadows and diffused highlights. Refine the signboard design to match the historical style, using a carved wooden border with a slightly worn, aged appearance. Add contextual elements such as traditional red lanterns hanging from the eaves, blue and white banners flanking the entrance, and intricate wooden lattice panels on the side gates. Enhance the textures of the wood, paint, and roof tiles to appear more realistic and aged, with visible grain, patina, and weathering. Remove any digital artifacts or harsh edges, ensuring a cohesive and natural look. Maintain the original layout, camera motion, and scene geometry while enriching the materials, atmosphere, and production design to reflect a grand, authentic historical setting."}
{"sample_id": "heldout1000_0054", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_034476", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__social__6707313_mikhail_nilov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__social__6707313_mikhail_nilov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__social__6707313_mikhail_nilov_1.mp4", "instruction": "Bring it to life as a cyborg woman with long red hair, photorealistic detailing, and a sleek black outfit, featuring intricate mechanical components on her right arm and shoulder."}
{"sample_id": "heldout1000_0055", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_20-Scene-178_part6", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_20-o/31_20-Scene-178_part6.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_20-o/31_20-Scene-178_part6.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_20-o/31_20-Scene-178_part6.mp4", "instruction": "Transform the modern casual attire of the two individuals into traditional Chinese-style garments: the woman on the left wears a flowing light green robe with floral embroidery and an ornate hairpiece, while the man on the right wears a dark, patterned robe with red sashes and a matching arm guard. Replace the simple white teapots and cups on the table with ornate, dark ceramic vessels adorned with red ribbons and intricate designs. Replace the plain indoor setting with an elaborate outdoor pavilion featuring red pillars, teal drapery, and stone steps leading upward. Add decorative potted flowers in wooden planters around the scene. Enhance the lighting to be warm and dramatic, with soft highlights on the garments and props, and adjust the color grading to rich, saturated tones with a slightly golden hue. Maintain the original camera angle, shot scale, and character positions, preserving the interaction and layout."}
{"sample_id": "heldout1000_0056", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_074589", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0302__d5d0b304614c80a55d3171fc3e6f1b4d.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0302__d5d0b304614c80a55d3171fc3e6f1b4d.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0302__d5d0b304614c80a55d3171fc3e6f1b4d_2.mp4", "instruction": "Render the video in a surreal, abstract expressionist style where the water becomes liquid glass, the dam is a fractured mirror, and the sky is a swirling vortex of color."}
{"sample_id": "heldout1000_0057", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_18-Scene-148_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_18-o/24_18-Scene-148_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_18-o/24_18-Scene-148_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_18-o/24_18-Scene-148_part2.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style by replacing the simple indoor background with a richly detailed, painted backdrop depicting a traditional blue-tiled roof and sky, adding ornate golden accents to the wooden lattice door. Upgrade the character's attire by adding intricate embroidery and lace detailing to the inner garment, enhancing the outer robe with a more luxurious, layered fabric and subtle sheen. Replace the simple black hair accessory with an elaborate, jeweled hairpiece featuring floral motifs and dangling ornaments. Introduce dramatic, soft lighting with a cool blue tone to create depth and atmosphere, while preserving the character's pose, facial expression, and camera framing. Maintain the same shot scale, timing, and scene layout, ensuring all changes are anchored to the existing elements in the low-cost version."}
{"sample_id": "heldout1000_0058", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_007059", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__endurance__27831612_pexels_user.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__endurance__27831612_pexels_user.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__sports__endurance__27831612_pexels_user_2.mp4", "instruction": "Render the gym as a surreal, infinite mirror maze where every reflection shows a different version of the woman performing the same exercise in various styles, from ballet to robot dance."}
{"sample_id": "heldout1000_0059", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_018197", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__learning__5264346_monstera_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__learning__5264346_monstera_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__hobby__learning__5264346_monstera_production_1.mp4", "instruction": "Reimagine the entire video in a hyper-detailed macro photography style, where the keys appear as massive, metallic sculptures with intricate engravings, and the hands are giant, delicate fingers with visible skin texture."}
{"sample_id": "heldout1000_0060", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_22-Scene-088_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_22-o/24_22-Scene-088_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_22-o/24_22-Scene-088_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_22-o/24_22-Scene-088_part1.mp4", "instruction": "Add a thin, red, diagonal scar mark on the left person's left cheek, just below the eye, to enhance the dramatic and narrative intensity. Enhance the lighting to create a more dramatic, cinematic mood with deeper shadows and richer highlights, particularly on the faces and hair. Intensify the color grading to give the scene a warmer, more saturated tone, emphasizing the emotional gravity. Maintain the same facial expressions, camera angle, and composition, preserving the intimate close-up shot and the natural outdoor background with blurred green foliage. Ensure the scar appears as a fresh, slightly raised wound with subtle blood texture, consistent with a recent injury, while keeping the rest of the scene unchanged in layout and action."}
{"sample_id": "heldout1000_0061", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_13-Scene-111_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_13-o/31_13-Scene-111_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_13-o/31_13-Scene-111_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_13-o/31_13-Scene-111_part2.mp4", "instruction": "Enhance the scene with a rugged, fantasy-inspired aesthetic. Replace the simple dark headpiece with a fur-lined, ornate headband featuring a metallic, spiral-shaped lens. Add dark, smudged facial markings near the left eye and cheek to suggest a tribal or warrior appearance. Introduce a glowing red, flame-like object in the foreground, emitting a warm, magical light. Transform the plain background into a rough, textured stone cave wall with dim, atmospheric lighting. Maintain the character's pose, expression, and camera framing while enriching the materials, lighting, and overall mood to convey a mystical, high-fantasy environment."}
{"sample_id": "heldout1000_0062", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__11-Scene-1932_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/11-o/11-Scene-1932_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/11-o/11-Scene-1932_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/11-o/11-Scene-1932_part1.mp4", "instruction": "Transform the scene into a dark, atmospheric, cinematic environment by replacing the natural indoor setting with a foggy, dimly lit industrial or high-tech lab background. Enhance the lighting to be dramatic and moody, with strong directional shadows and a cool color grade, emphasizing depth and mystery. Update the character's clothing by replacing the blue hoodie with a darker, textured hoodie over a black t-shirt, adding a more rugged and stylized appearance. Introduce subtle background elements such as blurred figures or equipment silhouettes to enhance the sense of scale and narrative tension. Maintain the character's pose, facial expression, and camera framing while elevating the overall visual quality with richer materials, atmospheric haze, and cinematic color grading."}
{"sample_id": "heldout1000_0063", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_59-Scene-458_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_59-o/35_59-Scene-458_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_59-o/35_59-Scene-458_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_59-o/35_59-Scene-458_part2.mp4", "instruction": "Transform the modern interior setting into an ornate, traditional Chinese-style room by replacing the plain wall and minimalist furniture with a richly carved wooden screen and period-appropriate furnishings. Replace the casual clothing with elaborate traditional Chinese garments featuring intricate patterns and layered fabrics. Add decorative hair ornaments and intricate hairstyles to both characters. Enhance the lighting to create a warm, candlelit ambiance with golden glows emanating from the candelabra and the background screen. Maintain the same camera angle, character positions, and interaction while upgrading the materials, textures, and atmosphere to reflect a historical or period drama aesthetic."}
{"sample_id": "heldout1000_0064", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_033659", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__conference__7507667_moe_magners.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__conference__7507667_moe_magners.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__3D_gathering__conference__7507667_moe_magners_1.mp4", "instruction": "Style the entire video as a high-energy comic book panel, with bold black outlines, speed lines, dynamic angles, and onomatopoeic text bubbles appearing around the characters during moments of intense focus."}
{"sample_id": "heldout1000_0065", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__9-Scene-0713_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/9-o/9-Scene-0713_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/9-o/9-Scene-0713_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/9-o/9-Scene-0713_part1.mp4", "instruction": "Transform the character's casual olive jacket and white shirt into a sleek, black, textured superhero suit with a full-face mask featuring sharp, angular eye slits and a high collar. Replace the modern, clean indoor setting with a gritty, rain-slicked urban alley at night, featuring a large, rugged black armored vehicle with visible tire treads and a damaged, industrial backdrop. Add atmospheric fog and dim, moody lighting with deep shadows and subtle ambient glows from distant streetlights. Enhance the character's appearance with a rugged, weathered look: grizzled beard, intense expression, and visible scars. Maintain the same camera angle, character pose, and action sequence, preserving the original shot scale and timing. Replace the background pedestrians and storefronts with blurred, indistinct figures and dark, wet pavement to emphasize the cinematic, high-stakes atmosphere."}
{"sample_id": "heldout1000_0066", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_45-Scene-175_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_45-o/34_45-Scene-175_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_45-o/34_45-Scene-175_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_45-o/34_45-Scene-175_part1.mp4", "instruction": "Transform the modern casual attire into an ornate, historical-style outfit with dark, richly textured fabric, intricate gold embroidery, and a deep maroon inner lining. Replace the neutral, blurred background with a traditional, dimly lit interior featuring wooden beams and draped fabric, evoking a period setting. Add an elaborate hairpiece with metallic accents and braided details to complement the costume. Enhance the lighting to create a moody, cinematic atmosphere with soft shadows and warm highlights, while preserving the subject's facial expression, pose, and camera framing. Maintain the same shot scale and timing, and ensure the character's identity and action remain unchanged."}
{"sample_id": "heldout1000_0067", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_8-Scene-0001_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_8-o/22_8-Scene-0001_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_8-o/22_8-Scene-0001_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_8-o/22_8-Scene-0001_part1.mp4", "instruction": "Transform the daytime Earth cityscape background into a dark, atmospheric view of Earth from space with swirling clouds and a starry void, replacing the bright, detailed city with a muted, planet-scale surface. Replace the blue and white futuristic spaceship with a sleek, metallic, angular spacecraft featuring visible thrusters and intricate paneling, maintaining its flight path and position relative to the planet. Enhance the lighting to a cold, ambient space illumination with subtle highlights on the spacecraft and planet, removing natural sunlight effects. Add atmospheric depth with soft lens flares and a sense of vastness, preserving the original camera motion, shot scale, and scene geometry."}
{"sample_id": "heldout1000_0068", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_49-Scene-352_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_49-o/35_49-Scene-352_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_49-o/35_49-Scene-352_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_49-o/35_49-Scene-352_part1.mp4", "instruction": "Transform the modern, simple hairstyle into an elaborate traditional Chinese updo with two buns, adorned with large pink and white floral hair accessories and a red ribbon. Replace the plain black top with a detailed, period-style Chinese robe featuring intricate black embroidery on a muted gray fabric, with a high collar and decorative buttons. Change the neutral, plain background to a richly decorated traditional Chinese interior, including a wooden birdcage with a bird inside, patterned curtains, and warm ambient lighting. Enhance the lighting to be soft and dramatic, with warm tones and subtle shadows to create a cinematic atmosphere. Maintain the same facial expression, pose, and camera framing, preserving the subject's identity and action while upgrading the costume, hair, background, and lighting to a high-cost, period-cinematic style."}
{"sample_id": "heldout1000_0069", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_26-Scene-185_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_26-o/32_26-Scene-185_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_26-o/32_26-Scene-185_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_26-o/32_26-Scene-185_part4.mp4", "instruction": "Transform the modern, minimalist interior into an ornate, traditional Chinese palace setting. Replace the plain green walls with rich red and gold walls featuring intricate carvings and decorative panels. Substitute the simple furniture with elaborate wooden thrones and tables adorned with golden accents. Change the casual clothing of the characters into traditional Chinese robes: the seated character wears a light beige robe with detailed embroidery, and the standing character wears a deep red robe with black sash and traditional headwear. Replace the modern household objects with ceremonial items: the green decorative piece becomes a golden flame-shaped altar, and the small statues are replaced with golden dragon and phoenix figurines. Add large, traditional lattice windows with hanging curtains and a green lantern with red tassels. Enhance the lighting to be warm and dramatic, with soft backlighting from the windows and golden ambient glow from the decor. Maintain the same character positions, actions, and camera motion, preserving the scene layout and timing."}
{"sample_id": "heldout1000_0070", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_29-Scene-628_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_29-o/24_29-Scene-628_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_29-o/24_29-Scene-628_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_29-o/24_29-Scene-628_part1.mp4", "instruction": "Replace the modern casual cap with a traditional Chinese black hat featuring a tall, pointed top and ornate golden embellishments at the crown. Transform the simple green jacket into a rich, deep red traditional robe with intricate golden embroidery and layered fabric details. Change the neutral indoor background into a dark, textured stone wall with visible masonry and subtle ambient lighting. Enhance the overall lighting to create a moody, cinematic atmosphere with cool blue tones and soft shadows, while preserving the subject's facial expression, head position, and camera framing."}
{"sample_id": "heldout1000_0071", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_030684", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__flowers__6278503_shotpot.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__flowers__6278503_shotpot.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__flowers__6278503_shotpot_3.mp4", "instruction": "Give it the feeling of a mysterious Venetian masquerade attendee with intricate golden mask detailing, bold red accents, and photorealistic makeup that emphasizes striking green eyes and dramatic contrasts."}
{"sample_id": "heldout1000_0072", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_15-Scene-174_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_15-o/39_15-Scene-174_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_15-o/39_15-Scene-174_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_15-o/39_15-Scene-174_part3.mp4", "instruction": "Transform the scene into a cinematic, period-style winter setting by replacing the modern, flat background with a detailed traditional Korean pavilion covered in snow. Enhance the architecture with ornate, multi-tiered roofs and intricate wooden carvings. Replace the bright, artificial flowers with delicate white blossoms on bare branches, and add snow accumulation on rooftops, ground, and tree limbs. Upgrade the characters' clothing to elaborate traditional hanbok with rich textures and layered fabrics. Replace the simple modern umbrella with an ornate, curved traditional umbrella. Introduce soft, diffused lighting with a gentle snowfall effect to create a serene, atmospheric mood. Apply a warm, golden color grade to the scene to enhance the cinematic feel, while preserving the original composition, character positions, and camera framing. Add subtle visual effects such as falling snowflakes and a slight glow around the lanterns to enhance the magical ambiance."}
{"sample_id": "heldout1000_0073", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_048583", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__7793815_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__7793815_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__art__danceperformance__7793815_cottonbro_studio_1.mp4", "instruction": "Recreate the video in a cyberpunk graffiti mural style, where the subject’s image is projected as a living spray-painted fresco on a crumbling concrete wall, with dripping neon paint and digital glitches."}
{"sample_id": "heldout1000_0074", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_47-Scene-102_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_47-o/38_47-Scene-102_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_47-o/38_47-Scene-102_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_47-o/38_47-Scene-102_part1.mp4", "instruction": "Transform the modern suburban setting into a dense, ancient forest with tall trees and dappled sunlight. Replace the white cylindrical structure with a large, dark, ornate bell made of weathered metal, featuring intricate carvings and a wooden support frame. Change the character's modern casual clothing into traditional East Asian robes with layered fabric, flowing sleeves, and a topknot hairstyle. Enhance the lighting to be soft and atmospheric, with a hazy, golden-hour glow that creates dramatic shadows and highlights on the bell and character. Add subtle atmospheric effects such as mist or dust particles in the air to deepen the cinematic mood. Maintain the character's pose, action, and camera angle while preserving the overall composition and shot scale."}
{"sample_id": "heldout1000_0075", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_47-Scene-268_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_47-o/35_47-Scene-268_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_47-o/35_47-Scene-268_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_47-o/35_47-Scene-268_part1.mp4", "instruction": "Transform the modern casual attire into ornate, gold-embroidered traditional clothing with a high collar and metallic fasteners. Replace the contemporary hairstyle with a shaved head, consistent with historical period styling. Change the neutral indoor background to a richly decorated historical setting with warm red and gold tones, featuring traditional architecture and blurred figures in period dress. Enhance the lighting to be dramatic and theatrical, with strong directional highlights and deep shadows to emphasize the costume details and create a cinematic atmosphere. Maintain the same facial expression, pose, and camera framing as in the original low-cost version."}
{"sample_id": "heldout1000_0076", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_064315", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__strings__8975483_koolshooters.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__strings__8975483_koolshooters.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__art__strings__8975483_koolshooters_2.mp4", "instruction": "Transform the video into a surreal, dreamlike forest film with hyper-realistic textures, where the trees breathe and the string lights are glowing eyes of ancient spirits."}
{"sample_id": "heldout1000_0077", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_025719", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__drill__5846670_tima_miroshnichenko.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__drill__5846670_tima_miroshnichenko.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__sports__drill__5846670_tima_miroshnichenko_2.mp4", "instruction": "Transform the scene into a surreal, dreamlike vision in the style of Hieronymus Bosch, where the lathe is a giant mechanical beast, the tools are creatures with eyes, and the wires are writhing serpents."}
{"sample_id": "heldout1000_0078", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_06-Scene-415_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_06-o/32_06-Scene-415_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_06-o/32_06-Scene-415_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_06-o/32_06-Scene-415_part1.mp4", "instruction": "Replace the modern urban background with a traditional Chinese architectural setting featuring red and gold painted wooden pavilions, tiled roofs, and ornate beams. Transform the casual headwear into elaborate historical headdresses: the character on the left wears a tall black ceremonial hat with a red and purple robe, while the character on the right wears a black topknot with a dark patterned robe and sash. Replace the contemporary clothing with period-appropriate attire: the central figure retains a light beige robe with subtle embroidery. Enhance the color palette to be richer and more saturated, with warm golden and deep red tones, and apply cinematic lighting to emphasize depth and texture. Add atmospheric details such as soft mist and ambient light to create a grand, historical ambiance. Preserve the original character positions, camera angle, and scene composition."}
{"sample_id": "heldout1000_0079", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_24-Scene-143_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_24-o/35_24-Scene-143_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_24-o/35_24-Scene-143_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_24-o/35_24-Scene-143_part2.mp4", "instruction": "Transform the modern casual attire into an ornate, dark blue traditional robe with golden embroidery on the sleeves and chest, featuring a high collar and period-appropriate fastenings. Replace the neutral living room background with a richly decorated traditional interior, including wooden lattice windows, dark wood paneling, and a yellow upholstered chair with intricate patterns. Enhance the lighting to be warm and dramatic, with soft shadows and a golden hue to evoke a historical or imperial atmosphere. Maintain the character's bald head with a small topknot, and preserve the scene's composition, camera angle, and interaction with the other person. Add subtle atmospheric depth with soft haze or dust particles in the air to enhance the cinematic quality."}
{"sample_id": "heldout1000_0080", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_22-Scene-429_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_22-o/35_22-Scene-429_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_22-o/35_22-Scene-429_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_22-o/35_22-Scene-429_part2.mp4", "instruction": "Enhance the teapot's surface with intricate, carved stone-like textures and a weathered, ancient metallic finish, replacing the smooth, modern design. Replace the plain wooden stand with an ornate, golden base featuring detailed floral and geometric engravings. Transform the background into a rich, textured, deep red wall with subtle ambient lighting to create a dramatic, period atmosphere. Upgrade the lighting to be more cinematic with soft, directional highlights and deep shadows, emphasizing the teapot's texture and the base's ornamentation. Replace the simple cloth with a thick, off-white linen cloth with natural folds, and update the hand's sleeve to a traditional, patterned fabric with dark floral embroidery, maintaining the hand's position and action. Preserve the teapot's shape, camera angle, and overall composition while adding these high-cost, cinematic details."}
{"sample_id": "heldout1000_0081", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_9-Scene-1238_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_9-o/22_9-Scene-1238_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_9-o/22_9-Scene-1238_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_9-o/22_9-Scene-1238_part1.mp4", "instruction": "Transform the scene from a bright, natural daylight setting to a dark, atmospheric, foggy environment with muted, desaturated color grading. Replace the man's casual blue t-shirt with a dark, textured, quilted armor-like garment that appears heavy and weathered. Enhance the man's hair to look wet and slicked back, adding subtle highlights to suggest moisture. Intensify his facial expression to convey urgency or emotional tension, with slightly furrowed brows and parted lips. Keep the woman's white top unchanged but add moisture to her hair and skin to match the damp atmosphere. Replace the simple park background with a blurred, misty, stone-walled structure resembling a fortress or ancient ruin. Add subtle ambient lighting from unseen sources to create depth and mood, while preserving the original camera angle, framing, and character positions."}
{"sample_id": "heldout1000_0082", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_26-Scene-331_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_26-o/38_26-Scene-331_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_26-o/38_26-Scene-331_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_26-o/38_26-Scene-331_part2.mp4", "instruction": "Transform the modern indoor setting into an ornate, traditional-style background featuring wooden architecture with curved window frames and intricate lattice details. Replace the character's casual denim vest and t-shirt with elaborate historical-style clothing, including a layered pink and white robe with textured fabric and subtle embroidery. Change the hairstyle from a simple high ponytail with a modern hair clip to an elegant, styled updo adorned with a traditional hair accessory. Enhance the lighting to be soft, warm, and atmospheric, with directional light casting gentle shadows to create a dramatic, cinematic mood. Maintain the same camera angle, shot scale, and character positioning while preserving the character's identity and expression."}
{"sample_id": "heldout1000_0083", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__13-Scene-0001_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/13-o/13-Scene-0001_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/13-o/13-Scene-0001_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/13-o/13-Scene-0001_part2.mp4", "instruction": "Enhance the scene with a cinematic, period-fantasy aesthetic. Replace the neutral indoor background with a softly blurred, natural outdoor environment suggesting a forest or ancient grove, with dappled light filtering through trees. Intensify the lighting to create a dramatic, moody atmosphere with warm, golden-hour tones and deep shadows. Enhance the skin texture to appear more weathered and natural, with subtle imperfections and fine lines, while preserving the original facial structure. Amplify the eye color to a more intense, luminous gray-blue with visible iris detail and a slight glow, enhancing depth and intensity. Heighten the expression to convey subtle, enigmatic intensity—accentuating the smirk with a hint of mischief and wisdom. Retain the original layout, identity, action, and camera motion. Add subtle, flowing strands of light-brown, slightly unkempt hair around the face, and replace the modern hair clip with a delicate, nature-inspired accessory made of twigs or leaves. Ensure the hand remains in the same position, but add a faint, ethereal glow to the fingers as if touching something magical. Maintain the close-up shot scale and timing, preserving the scene's intimate, mysterious tone."}
{"sample_id": "heldout1000_0084", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_38-Scene-118_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_38-o/39_38-Scene-118_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_38-o/39_38-Scene-118_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_38-o/39_38-Scene-118_part1.mp4", "instruction": "Transform the modern, casual setting into a historical or fantasy environment by replacing the contemporary furniture and background with traditional wooden architecture and dim, atmospheric lighting. Replace the simple striped shirt with rich, layered traditional attire in deep red and brown tones with visible fabric texture and period-appropriate collar details. Replace the modern headset with ornate, gold-embellished hair accessories, including tassels and intricate metalwork, styled in an elaborate updo. Enhance the facial features with subtle, natural-looking makeup that emphasizes the eyes and lips, and add soft, diffused lighting to create a cinematic, period-appropriate atmosphere. Maintain the same camera angle, shot scale, and character positioning, preserving the interaction between the two individuals while upgrading the visual style to match a historical drama aesthetic."}
{"sample_id": "heldout1000_0085", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__9-Scene-1722_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/9-o/9-Scene-1722_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/9-o/9-Scene-1722_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/9-o/9-Scene-1722_part2.mp4", "instruction": "Transform the background from abstract, glowing, dark futuristic waves into a dark, rainy urban street at night with blurred vehicle lights and wet pavement reflections. Replace the character's glowing blue neon lines on the torso with a textured, high-tech black suit with subtle metallic sheen and intricate armor-like patterns. Enhance the lighting to be cinematic and moody, with soft ambient light from street lamps and car headlights casting realistic shadows and highlights on the character's face and suit. Add atmospheric depth with light rain and mist, and maintain the character's serious expression and head movement while preserving the original camera angle and framing."}
{"sample_id": "heldout1000_0086", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_26-Scene-110_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_26-o/32_26-Scene-110_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_26-o/32_26-Scene-110_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_26-o/32_26-Scene-110_part1.mp4", "instruction": "Transform the modern indoor setting into a stylized historical or fantasy environment with soft, diffused lighting and atmospheric haze. Replace the contemporary white blouse with a traditional Chinese hanfu in pale green with subtle yellow accents and delicate fabric texture. Style the hair into an elegant updo with a decorative golden hairpin featuring floral motifs. Add a small, ornate earring to match the hair accessory. Modify the background to feature blurred traditional architecture with wooden beams and flowing blue drapery, creating a dreamy, period-appropriate ambiance. Enhance the overall color grading to warm tones with soft highlights and gentle shadows, emphasizing a cinematic, ethereal mood. Keep the character's facial expression, pose, and interaction with the other person unchanged, preserving the original shot scale and camera motion."}
{"sample_id": "heldout1000_0087", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__4-Scene-0541_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/4-o/4-Scene-0541_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/4-o/4-Scene-0541_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/4-o/4-Scene-0541_part1.mp4", "instruction": "Transform the urban night cityscape background into a vast, star-filled cosmic environment with nebulae and distant galaxies. Replace the airplane-like object in the foreground with a massive, detailed futuristic spaceship featuring glowing orange and blue lights along its hull. Enhance the atmosphere with deep space haze and lens flares. Add smaller spacecraft flying near the main ship, maintaining their relative positions and motion. Preserve the silhouette of the person on the right and the overall camera angle and composition. Apply cinematic color grading with deep blues, purples, and contrasting warm highlights from the ship's lights."}
{"sample_id": "heldout1000_0088", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__23-Scene-1420_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/23-o/23-Scene-1420_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/23-o/23-Scene-1420_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/23-o/23-Scene-1420_part1.mp4", "instruction": "Transform the scene into a cinematic superhero setting by upgrading the characters' clothing: replace the casual black jacket and blue turtleneck with detailed superhero costumes—specifically, a dark tactical suit with a star emblem on the chest for the man on the right, and a high-tech armored jacket with subtle insignia for the man on the left. Enhance the background with a desaturated, smoky, and slightly blurred cityscape to suggest a post-battle or dystopian urban environment. Apply dramatic, high-contrast lighting with directional highlights and deep shadows to emphasize the characters' features and costumes. Increase saturation and contrast in the color grading to achieve a stylized, cinematic look with cool tones and a moody atmosphere. Maintain the original camera framing, character positions, and facial expressions while adding visual effects such as subtle smoke and lens flares to enhance the heroic tone."}
{"sample_id": "heldout1000_0089", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_3-Scene-0704_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_3-o/22_3-Scene-0704_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_3-o/22_3-Scene-0704_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_3-o/22_3-Scene-0704_part1.mp4", "instruction": "Transform the scene into a cinematic, sci-fi setting by replacing the simple indoor background with a rugged, rocky alien landscape visible through the cockpit. Replace the household lamp in the foreground with a metallic, dome-shaped droid featuring weathered plating, circular sensors, and a central antenna. Update the character's casual clothing to a textured, layered outfit with earth-toned fabrics and a utility belt, consistent with a space traveler. Replace the mundane desk and books with a high-tech cockpit interior, including illuminated control panels with blue glowing lights and a transparent, hexagonal steering wheel. Enhance the lighting to a dramatic, low-key style with strong contrast, ambient blue highlights from the controls, and a dusty, atmospheric haze. Maintain the character's pose, facial expression, and camera framing while upgrading materials to show wear, metallic textures, and realistic reflections."}
{"sample_id": "heldout1000_0090", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_2-Scene-0503_part8", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_2-o/22_2-Scene-0503_part8.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_2-o/22_2-Scene-0503_part8.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_2-o/22_2-Scene-0503_part8.mp4", "instruction": "Transform the scene into a cinematic, period-fantasy style while preserving the original layout, character positions, and camera motion. Replace the male character's casual black t-shirt and jeans with a dark, layered, traditional-style robe with structured shoulders and a draped collar, maintaining his seated posture. Enhance the female character's attire with intricate, textured fabric details and add a decorative, woven hairpiece on the side of her head, keeping her pose and expression unchanged. Upgrade the background from a natural, sunlit meadow to a more atmospheric, muted, and slightly overcast field with deeper green tones and subtle floral accents, preserving the grass and wildflowers in the foreground. Adjust the lighting to be more dramatic and stylized, with soft, diffused shadows and a cooler, desaturated color palette to evoke a mystical or historical ambiance. Add subtle atmospheric effects such as a faint haze or mist to enhance depth and mood, while keeping the overall scene composition and timing consistent with the original."}
{"sample_id": "heldout1000_0091", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_048588", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__crafting__9431248_mikhail_nilov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__crafting__9431248_mikhail_nilov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__hobby__crafting__9431248_mikhail_nilov_1.mp4", "instruction": "Apply a cinematic science-fiction aesthetic with volumetric lighting, glass-like reflections, and a sterile, high-tech color palette of silver, white, and cool blue, emphasizing the lab’s precision and isolation."}
{"sample_id": "heldout1000_0092", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_07-Scene-447_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_07-o/31_07-Scene-447_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_07-o/31_07-Scene-447_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_07-o/31_07-Scene-447_part1.mp4", "instruction": "Transform the natural outdoor park setting into a fantasy stone-walled garden with a blooming flowering tree in the background. Enhance the characters' attire by replacing their simple robes with elaborate, ornate period costumes featuring intricate embroidery and layered fabrics. Upgrade the headwear to detailed, metallic fantasy headpieces with curved, wing-like extensions. Add subtle lighting effects to create a mystical atmosphere, with soft color grading emphasizing purples and blues. Maintain the original camera framing, character positions, and expressions while enriching textures, materials, and background details to match a high-production cinematic style."}
{"sample_id": "heldout1000_0093", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_49-Scene-045_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_49-o/35_49-Scene-045_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_49-o/35_49-Scene-045_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_49-o/35_49-Scene-045_part2.mp4", "instruction": "Transform the modern, minimalist setting into a traditional Chinese interior with ornate wooden lattice windows and dark wood paneling. Replace the character's black suit and bow tie with a black traditional-style robe featuring intricate embroidery and a high collar. Remove the futuristic mechanical arm and replace it with a natural hand gesture, pointing forward. Enhance the lighting to be warm and dramatic, with soft directional light casting subtle shadows, evoking a period atmosphere. Adjust the color palette to be richer and more saturated, with deep browns, reds, and muted golds. Add atmospheric depth with soft haze or dust particles in the air. Maintain the character's bald head and focused expression, preserving the original pose and camera angle. Ensure the composition remains centered on the character's interaction, emphasizing the traditional aesthetic without altering the scene's spatial layout or timing."}
{"sample_id": "heldout1000_0094", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_36-Scene-502_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_36-o/31_36-Scene-502_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_36-o/31_36-Scene-502_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_36-o/31_36-Scene-502_part1.mp4", "instruction": "Transform the bright, natural daytime forest setting into a dark, moody, and atmospheric nighttime forest with deep shadows and a cool, blue-toned color grading. Enhance the background trees with more detailed bark textures and deeper, richer greens and purples to create a mysterious, cinematic ambiance. Replace the casual modern clothing of the characters with elaborate, flowing traditional garments — the woman on the left now wears a dark, ornate robe with subtle embroidery, while the woman on the right wears a long, white, ethereal gown with wide sleeves and a soft, glowing fabric texture. Adjust the lighting to a low-key, dramatic style with soft, directional moonlight filtering through the canopy, creating strong contrast and a supernatural glow around the characters. Increase color saturation and add a subtle purple and teal color cast to enhance the fantasy atmosphere. Maintain the original camera angle, character positions, and actions, preserving the scene’s composition and timing."}
{"sample_id": "heldout1000_0095", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_015328", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__communication__4540679_piyapong_sayduang.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__communication__4540679_piyapong_sayduang.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__social__communication__4540679_piyapong_sayduang_1.mp4", "instruction": "Apply a high-tech, cyberpunk neon-noir visual style with deep blue and magenta lighting gradients, glowing digital overlays on the tablet screen, and a slight chromatic aberration effect to enhance the futuristic feel."}
{"sample_id": "heldout1000_0096", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_25-Scene-279_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_25-o/38_25-Scene-279_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_25-o/38_25-Scene-279_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_25-o/38_25-Scene-279_part1.mp4", "instruction": "Replace the modern, blue-accented black object in the background with an ornate, weathered sword in a dark green scabbard, positioned diagonally behind the subject. Transform the plain, neutral-toned background into a soft-focus, lush green natural environment with diffused lighting, suggesting an outdoor forest or garden setting. Enhance the subject's clothing with subtle period-inspired details, such as layered fabric textures and muted earth-tone accents, while preserving the overall silhouette and facial features. Apply cinematic color grading with cooler tones, increased contrast, and a slight haze to create a mystical atmosphere. Maintain the same camera angle, framing, and subject motion throughout the sequence."}
{"sample_id": "heldout1000_0097", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_36-Scene-290_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_36-o/31_36-Scene-290_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_36-o/31_36-Scene-290_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_36-o/31_36-Scene-290_part1.mp4", "instruction": "Enhance the forest background with realistic, detailed tree trunks and foliage under natural daylight, replacing the stylized, saturated blue sky with a bright, slightly overcast sky. Add realistic lighting and shadows consistent with an outdoor forest scene. Replace the flat, dark silhouette of the person with a detailed figure wearing a dark, textured cloak and a red sash, carrying a long, dark weapon on their back. Introduce subtle atmospheric haze and natural depth in the forest to create a cinematic, immersive environment. Maintain the same camera angle, motion, and composition as the original low-cost version."}
{"sample_id": "heldout1000_0098", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_018190", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__tech__electronics__5263526_armin__rimoldi.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__tech__electronics__5263526_armin__rimoldi.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__tech__electronics__5263526_armin__rimoldi_1.mp4", "instruction": "Convert the video into a vintage travel poster style with bold typography, sun-drenched colors, and a retro 1950s aesthetic, where the woman is a glamorous icon on a postcard of a sunlit city."}
{"sample_id": "heldout1000_0099", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_24-Scene-444_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_24-o/34_24-Scene-444_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_24-o/34_24-Scene-444_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_24-o/34_24-Scene-444_part1.mp4", "instruction": "Enhance the visual quality to a cinematic, period-drama style while preserving the original layout, character positions, and camera motion. Replace the simple hairpins and clips with ornate, period-appropriate hair accessories: add delicate, realistic flowers and small golden ornaments to the woman's hair, and replace the man's plain topknot with a more structured, traditional bun secured with a dark hair tie. Upgrade the clothing to rich, textured fabrics with subtle patterns—add intricate embroidery to the man's collar and sleeves, and refine the woman's garment with soft, natural folds and a refined neckline. Enhance the background by adding architectural details to the traditional building, such as carved wooden beams and tiled eaves, while keeping the overall setting realistic and grounded. Improve lighting to create a soft, natural daylight ambiance with gentle shadows and realistic highlights on the skin and hair. Increase material realism: make the hair appear glossy and voluminous, and add subtle texture to the clothing fabric. Soften the overall image slightly to reduce digital sharpness and create a filmic, atmospheric look. Maintain the characters' expressions, actions, and scene semantics exactly as in the source."}
{"sample_id": "heldout1000_0100", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_22-Scene-219_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_22-o/31_22-Scene-219_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_22-o/31_22-Scene-219_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_22-o/31_22-Scene-219_part1.mp4", "instruction": "Transform the modern building facade into an ornate traditional-style gate with tiled roof, stone pillars, and intricate wooden carvings. Replace the character's casual blue dress with a flowing historical-style robe in light blue and white with wide sleeves and a sash. Change the second character's casual outfit to a vibrant traditional garment with orange and yellow tones and a styled hairdo. Add decorative lanterns to the gate pillars and replace the plain background with a detailed carved wooden door. Enhance lighting to create a soft, atmospheric, and slightly dramatic effect with warm highlights and subtle shadows, consistent with a period setting. Maintain the same camera position, character positions, and overall scene layout."}
{"sample_id": "heldout1000_0101", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__14-Scene-1118_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/14-o/14-Scene-1118_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/14-o/14-Scene-1118_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/14-o/14-Scene-1118_part2.mp4", "instruction": "Transform the scene from a modern indoor setting to a dark, atmospheric medieval or fantasy environment. Replace the plain wall and sofa background with weathered stone walls and dimly lit, shadowy architecture. Change the woman's casual modern attire to a dark, textured, period-style garment with subtle fabric details. Replace the man's modern clothing with rugged, worn leather armor and a dark cloak. Add dramatic, low-key lighting with deep shadows and a cool, desaturated color grade to enhance the moody atmosphere. Introduce subtle atmospheric haze or dust particles in the air. The horse's head, visible in the foreground, should appear as a dark, realistic steed with detailed fur and a leather bridle, replacing the blurred foreground object. Maintain the same camera angle, shot scale, and character positions, preserving the emotional intensity and interaction between the characters."}
{"sample_id": "heldout1000_0102", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_039145", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__7086759_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__7086759_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__danceperformance__7086759_cottonbro_studio_1.mp4", "instruction": "Personify it as a stylish woman wearing red-framed glasses, with her face illuminated by vibrant purple lighting, capturing a futuristic and edgy artistic style."}
{"sample_id": "heldout1000_0103", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_15-Scene-336_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_15-o/34_15-Scene-336_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_15-o/34_15-Scene-336_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_15-o/34_15-Scene-336_part1.mp4", "instruction": "Transform the modern, casual attire into traditional East Asian historical clothing, including a layered white and gray robe with intricate stitching and a formal hairpiece. Replace the neutral, indoor background with a dark, atmospheric setting featuring blurred architectural elements suggestive of an ancient hall or palace. Introduce warm, flickering candlelight as the primary light source, casting soft glows and deep shadows to enhance mood and drama. Add a subtle facial beard to match the historical character. Maintain the subject's pose, expression, and camera angle while enhancing the overall color grading to a cooler, more cinematic tone with high contrast and rich textures in fabric and environment."}
{"sample_id": "heldout1000_0104", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_37-Scene-247_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_37-o/24_37-Scene-247_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_37-o/24_37-Scene-247_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_37-o/24_37-Scene-247_part1.mp4", "instruction": "Transform the scene into a cinematic, period fantasy setting by enhancing the wooden pavilion with intricate traditional carvings and replacing the simple white lanterns with ornate, dark metal lanterns with glowing interiors. Replace the casual modern clothing of the characters with elaborate traditional East Asian attire—long flowing robes in soft green, white, and grey, with detailed embroidery and traditional headpieces. Enhance the background by replacing the flat, stylized landscape with a dramatic rocky cliff featuring a cascading waterfall, and add distant misty mountains under a soft, cloudy sky. Increase the density and vibrancy of the cherry blossoms, making them appear lush and ethereal, while preserving their placement. Adjust the lighting to be soft and natural, with gentle highlights and shadows that emphasize the textures of wood, fabric, and stone. Add atmospheric depth with subtle mist around the waterfall and a warm, golden-hour glow. Maintain the original camera angle, character positions, and actions, including the interaction between the characters, while upgrading all visual elements to a high-fidelity, cinematic style."}
{"sample_id": "heldout1000_0105", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_26-Scene-088_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_26-o/24_26-Scene-088_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_26-o/24_26-Scene-088_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_26-o/24_26-Scene-088_part2.mp4", "instruction": "Enhance the character's appearance to a cinematic, period-accurate style: replace the simple white headband with an ornate gold and gemstone headpiece featuring intricate filigree and dangling jewels; intensify the makeup with bold red lipstick and dramatic eye makeup; replace the small earrings with large, dangling red gemstone earrings; transform the casual blue-and-white patterned blouse into a luxurious, richly textured golden-brown period garment with detailed embroidery; replace the neutral, blurred green background with a grand, dimly lit historical interior featuring wooden architecture and arched windows; enhance lighting to create a dramatic, moody atmosphere with soft highlights on the face and costume; preserve the character's facial expression, pose, and camera framing."}
{"sample_id": "heldout1000_0106", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__14-Scene-1537_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/14-o/14-Scene-1537_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/14-o/14-Scene-1537_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/14-o/14-Scene-1537_part2.mp4", "instruction": "Transform the modern casual attire into medieval-style clothing with layered fabrics, dark earth tones, and period-appropriate textures. Replace the contemporary hairstyle with a voluminous, wavy, period-accurate updo with loose strands framing the face. Add a full beard and mustache to the male figure in the background, and style his hair into long, tousled waves. Replace the natural outdoor background with a dimly lit, stone-walled interior, possibly a castle or dungeon, with visible architectural details like arched doorways and rough-hewn stonework. Introduce atmospheric lighting with soft, directional sources casting deep shadows, enhancing the moody, cinematic tone. Add subtle period accessories such as a leather sash or brooch to the foreground character’s garment. Maintain the same camera framing, shot scale, and character positioning while enhancing the overall texture, color grading, and material richness to match a high-production fantasy setting."}
{"sample_id": "heldout1000_0107", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_24-Scene-614_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_24-o/24_24-Scene-614_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_24-o/24_24-Scene-614_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_24-o/24_24-Scene-614_part1.mp4", "instruction": "Replace the modern casual cap with a traditional black formal hat featuring a golden floral ornament on top. Change the background from a simple, abstract indoor setting to a richly decorated historical interior with warm wooden tones and ornate details, including a large decorative circular object resembling a traditional globe or celestial chart. Enhance the lighting to a dramatic, warm, cinematic style with soft shadows and golden highlights, emphasizing the period atmosphere. Maintain the subject's facial expression, pose, and camera framing while upgrading the costume and environment to match a historical or fantasy setting."}
{"sample_id": "heldout1000_0108", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_072856", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0275__c09d87edca456d00cd1e5942190ce0c4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0275__c09d87edca456d00cd1e5942190ce0c4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0275__c09d87edca456d00cd1e5942190ce0c4_1.mp4", "instruction": "Transform the video into a high-resolution, cinematic snowglobe aesthetic with delicate frost patterns, soft glowing edges, and a dreamy depth-of-field that makes the world feel fragile and magical."}
{"sample_id": "heldout1000_0109", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_015207", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__bowling__4504384_yaroslav_shuraev.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__bowling__4504384_yaroslav_shuraev.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__sports__bowling__4504384_yaroslav_shuraev_2.mp4", "instruction": "Apply a cinematic vintage film grain aesthetic with warm sepia tones and slight vignetting, evoking a 1970s travelogue about forgotten picnic traditions."}
{"sample_id": "heldout1000_0110", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_037870", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__6985427_diva_plavalaguna.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__6985427_diva_plavalaguna.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__conference__6985427_diva_plavalaguna_1.mp4", "instruction": "Render it in the style of a futuristic, photorealistic depiction of a young person wearing an orange space suit with detailed gear and a helmet, emphasizing the sleek and high-tech design."}
{"sample_id": "heldout1000_0111", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_032630", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__performance__6539133_pavel_danilyuk.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__performance__6539133_pavel_danilyuk.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__performance__6539133_pavel_danilyuk_2.mp4", "instruction": "Reimagine it in the art of a regal princess adorned in opulent Renaissance attire, featuring intricate floral patterns, voluminous sleeves, and a crown embellished with roses, rendered in photorealistic detail."}
{"sample_id": "heldout1000_0112", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_37-Scene-563_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_37-o/38_37-Scene-563_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_37-o/38_37-Scene-563_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_37-o/38_37-Scene-563_part1.mp4", "instruction": "Transform the modern casual attire into traditional Chinese-style clothing with intricate patterns and textures, particularly on the sleeves and shoulders. Replace the contemporary hairstyle with a high topknot secured with a decorative hairpin. Update the background to a historical setting featuring wooden architecture with lattice windows and distant mountains, enhancing the atmosphere with soft, natural lighting and a muted color palette. Replace the modern smartphone or digital interface with a traditional sword featuring ornate hilt details, held in a natural, period-appropriate grip. Maintain the character's facial expression, pose, and camera framing while enriching the scene with cinematic lighting, depth, and period-accurate materials."}
{"sample_id": "heldout1000_0113", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_15-Scene-152_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_15-o/24_15-Scene-152_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_15-o/24_15-Scene-152_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_15-o/24_15-Scene-152_part1.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style by replacing the simple red and green floral headpiece with an ornate, gold-embellished headdress featuring intricate filigree, gemstones, and bird motifs. Upgrade the small gold earrings to long, dangling earrings with turquoise pendants and gold chains. Transform the hair from a modern, sleek style to a traditional, tightly coiled updo with grayish-black tonal highlights. Apply dramatic, cool-toned lighting with soft shadows to emphasize facial contours and create a regal atmosphere. Enhance the makeup with deeper, more defined eye makeup, bold red lips, and a subtle contour to convey authority. Replace the plain background with a blurred, grand palace courtyard featuring traditional architecture and soft greenery. Maintain the same facial expression, head position, and camera framing while enriching the overall visual texture, color grading, and production design to match a high-budget historical drama."}
{"sample_id": "heldout1000_0114", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_040568", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__social__therapy__8204096_arthouse_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__social__therapy__8204096_arthouse_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__social__therapy__8204096_arthouse_studio_2.mp4", "instruction": "Render the scene in a translucent glass sculpture aesthetic where the client and therapist are made of layered, colored glass, and their movements cause ripples of light to spread through the room."}
{"sample_id": "heldout1000_0115", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_037323", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__cuisine__6950816_pavel_danilyuk.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__cuisine__6950816_pavel_danilyuk.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__food__cuisine__6950816_pavel_danilyuk_2.mp4", "instruction": "Reimagine the video in a vintage 1950s Polaroid photo aesthetic with slight film grain, faded colors, and a soft vignette effect that enhances intimacy."}
{"sample_id": "heldout1000_0116", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_01-Scene-490_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_01-o/35_01-Scene-490_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_01-o/35_01-Scene-490_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_01-o/35_01-Scene-490_part1.mp4", "instruction": "Transform the modern gray sweatshirt into an ornate, traditional embroidered dress with a high collar, floral patterns, and dark blue trim. Replace the simple modern hairstyle with an elaborate traditional hairstyle featuring two buns adorned with large peach-colored floral hairpieces and red ribbons. Substitute the minimalistic hair accessories with intricate, dangling earrings and decorative hairpins. Change the neutral, plain background into a richly detailed, dimly lit interior with warm ambient lighting, wooden architecture, and soft drapery. Enhance the overall lighting to a dramatic, cinematic style with deep shadows and warm highlights, emphasizing the textures of the costume and hair. Maintain the same facial expression, pose, camera angle, and shot scale throughout the transformation."}
{"sample_id": "heldout1000_0117", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_05-Scene-054_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_05-o/34_05-Scene-054_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_05-o/34_05-Scene-054_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_05-o/34_05-Scene-054_part1.mp4", "instruction": "Transform the modern casual attire into traditional historical clothing: replace the blue jacket with a dark, textured robe featuring intricate patterns and a high collar, and add a patterned inner garment. Restore the traditional topknot hairstyle and add a subtle facial beard. Change the blurred background to a grand, period-appropriate architectural setting with soft pink and cream tones, possibly a palace courtyard with traditional rooflines. Enhance the lighting to be more dramatic and cinematic, with soft, diffused light creating depth and mood, emphasizing the character's facial features and costume textures. Maintain the same camera angle, shot scale, and character positioning, preserving the original interaction and expression."}
{"sample_id": "heldout1000_0118", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_13-Scene-275_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_13-o/35_13-Scene-275_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_13-o/35_13-Scene-275_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_13-o/35_13-Scene-275_part1.mp4", "instruction": "Enhance the traditional headdress by adding ornate floral and gemstone embellishments, transforming the simple modern hairstyle into an elaborate period-style updo. Replace the plain purple garment with a richly embroidered black robe featuring intricate floral patterns in vibrant colors. Change the natural lip color to a bold, vibrant red. Upgrade the minimalistic earrings to elaborate, multi-tiered floral earrings with red and gold accents. Replace the neutral beige background with an ornate traditional interior featuring decorative wooden panels with floral motifs and warm, ambient lighting. Maintain the same facial expression, camera angle, and shot composition while enhancing the overall atmosphere with richer textures, deeper colors, and period-appropriate production design."}
{"sample_id": "heldout1000_0119", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_29-Scene-228_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_29-o/39_29-Scene-228_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_29-o/39_29-Scene-228_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_29-o/39_29-Scene-228_part2.mp4", "instruction": "Transform the modern, minimalist room into an ornate, traditional Chinese-style interior. Replace the blue abstract wall panels and simple curtains with richly decorated wooden lattice windows, heavy red and purple drapery, and hanging lanterns. Change the contemporary furniture to traditional low wooden tables, benches, and storage cabinets with intricate carvings. Replace the modern clothing with traditional Chinese robes, including detailed sashes and layered fabrics. Update the table setup with period-appropriate items such as scrolls, incense burners, and ceramic vessels. Introduce warm, dramatic lighting from multiple candle sources and lanterns, casting soft glows and deep shadows. Enhance the atmosphere with visible smoke or incense haze. Maintain the original character positions, actions, camera motion, and shot scale while adding these cinematic details."}
{"sample_id": "heldout1000_0120", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_48-Scene-301_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_48-o/32_48-Scene-301_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_48-o/32_48-Scene-301_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_48-o/32_48-Scene-301_part1.mp4", "instruction": "Transform the modern casual outfit into detailed, ornate fantasy armor with a metallic helmet featuring intricate carvings and a pointed crest. Replace the natural park background with a foggy, mystical forest clearing, adding atmospheric mist and diffused, ethereal lighting. Enhance the character's appearance with a weathered, heroic look, including subtle facial stubble and a serious expression. Introduce a soft, glowing aura around the character's hands and armor, suggesting magical or otherworldly energy. Maintain the same camera angle, shot scale, and character positioning, preserving the foreground figure's posture and interaction. Adjust color grading to a cooler, desaturated tone with high contrast to emphasize the cinematic, period-fantasy atmosphere."}
{"sample_id": "heldout1000_0121", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__27-Scene-1665_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/27-o/27-Scene-1665_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/27-o/27-Scene-1665_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/27-o/27-Scene-1665_part1.mp4", "instruction": "Enhance the scene with a cinematic, period-fantasy aesthetic while preserving the original layout, camera motion, and character actions. Replace the modern, casual attire with formal, vintage-inspired clothing: transform the white dress into a dark, elegant, flowing gown with intricate detailing, and update the men's outfits to sharp, tailored suits with high-collared shirts and ties. Introduce dramatic, stylized lighting with warm, directional sources and soft backlighting to create depth and atmosphere, enhancing the moody ambiance. Retain the green metal bars as a key architectural feature, but add subtle reflections and a slightly aged patina to emphasize their presence. Upgrade the polka-dot floor with a glossy, reflective finish to enhance the luxurious feel. Add vintage furniture and props such as ornate chairs and a small table with a decorative lamp to enrich the setting. Introduce atmospheric haze and soft lens flares to deepen the cinematic quality. Adjust the color palette to a desaturated, moody tone with rich, deep shadows and selective highlights, emphasizing the period drama aesthetic. Ensure the number of people remains consistent, focusing on key characters in the foreground while maintaining background activity. Anchor all changes to visible elements in the low-cost version: the green bars, floor pattern, existing furniture, and character positions."}
{"sample_id": "heldout1000_0122", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_012695", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0100__41f613f088d28ee2a3e7da13a29e93e5.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0100__41f613f088d28ee2a3e7da13a29e93e5.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0100__41f613f088d28ee2a3e7da13a29e93e5_1.mp4", "instruction": "Transform the entire video into a high-contrast, cinematic heist film style with dramatic shadows, metallic textures, and a deep blue and gold color grade that evokes luxury and danger."}
{"sample_id": "heldout1000_0123", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_30-Scene-206_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_30-o/24_30-Scene-206_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_30-o/24_30-Scene-206_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_30-o/24_30-Scene-206_part1.mp4", "instruction": "Enhance the scene to a cinematic, period-drama aesthetic by adding an ornate golden floral headpiece atop the existing updo, replacing the simple white earrings with dangling golden earrings featuring yellow gemstones, intensifying the eye makeup with subtle shimmer and deepening the red lipstick for a more dramatic look, and upgrading the background to a richly lit, opulent interior with warm golden lighting from a visible candelabra, while preserving the subject's facial expression, pose, and camera framing."}
{"sample_id": "heldout1000_0124", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_006856", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0060__26bf8aeb58c05b655623e6d62d866c11.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0060__26bf8aeb58c05b655623e6d62d866c11.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0060__26bf8aeb58c05b655623e6d62d866c11_2.mp4", "instruction": "Transform the scene into a monochrome, film noir aesthetic with deep shadows, the guitar as a glowing object, and the leaves as falling ash."}
{"sample_id": "heldout1000_0125", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_042452", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__shooting__7329839_mart__production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__shooting__7329839_mart__production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__shooting__7329839_mart__production_3.mp4", "instruction": "Infuse with the emotion of a gothic-inspired girl featuring long black hair, striking red eyes, intricate tattoos, and dark accessories, rendered in a highly detailed, photorealistic style."}
{"sample_id": "heldout1000_0126", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_005611", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__audience__1929501_corey_dupree.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__audience__1929501_corey_dupree.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__3D_gathering__audience__1929501_corey_dupree_2.mp4", "instruction": "Transform the scene into a surreal, gravity-defying dream sequence where the singer floats mid-air, surrounded by floating sheets of music that dissolve into constellations."}
{"sample_id": "heldout1000_0127", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_004832", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__icehockey__15861347_florian_del_e.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__icehockey__15861347_florian_del_e.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__sports__icehockey__15861347_florian_del_e_2.mp4", "instruction": "Transform the scene into a surreal, surrealistic dream sequence where the snow is made of floating feathers and the mountains breathe slowly like sleeping giants."}
{"sample_id": "heldout1000_0128", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_41-Scene-147_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_41-o/31_41-Scene-147_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_41-o/31_41-Scene-147_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_41-o/31_41-Scene-147_part1.mp4", "instruction": "Enhance the scene to a cinematic, period-style forest setting. Replace the artificial purple and blue lighting with natural daylight filtering through dense green bamboo and trees. Increase contrast and sharpness to reveal detailed textures in the bamboo stalks, tree bark, and foliage. Remove grain and noise to achieve a clean, high-fidelity look. Enhance the background depth by sharpening distant trees and adding realistic atmospheric haze. Replace the plain white clothing with period-appropriate attire: the male character wears a light blue and white traditional robe with subtle embroidery, and the female character wears a golden-yellow sleeveless dress with floral patterns and a black hair accessory. Add natural lighting with soft shadows cast by the bamboo canopy. Preserve the original camera motion, character positions, and scene composition while upgrading materials, color grading, and production design to match a high-budget historical drama."}
{"sample_id": "heldout1000_0129", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_10-Scene-433_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_10-o/34_10-Scene-433_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_10-o/34_10-Scene-433_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_10-o/34_10-Scene-433_part1.mp4", "instruction": "Transform the modern, casual setting into an ornate, atmospheric ancient palace interior with warm, glowing lanterns in the background. Replace the simple blue headpiece with an elaborate, jeweled hair ornament featuring gold and green gemstones. Change the light blue casual blouse into a richly detailed traditional robe with dark fabric, intricate embroidery, and a green sash. Replace the simple earrings with dangling green gemstone earrings. Enhance the lighting to create a moody, cinematic ambiance with soft highlights and deep shadows, while preserving the character's facial expression, pose, and camera framing."}
{"sample_id": "heldout1000_0130", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_04-Scene-381_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_04-o/32_04-Scene-381_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_04-o/32_04-Scene-381_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_04-o/32_04-Scene-381_part1.mp4", "instruction": "Transform the character's appearance from a simple black-and-white outfit to an elaborate, flowing traditional East Asian-style robe with layered light blue, white, and black fabrics, featuring intricate textures and dynamic movement. Replace the natural park background with a grand, ornate red-and-gold traditional East Asian bridge and temple complex, set against a bright, overexposed sky. Enhance the lighting to be dramatic and high-contrast, with strong highlights on the character's clothing and soft shadows, creating a cinematic, ethereal atmosphere. Maintain the character's mid-air motion and camera angle, preserving the dynamic pose and action trajectory. Add subtle atmospheric effects such as mist or haze around the bridge to enhance the fantasy setting. Ensure the character's proportions remain consistent with the original, but enrich the costume details and material realism to match the high-cost aesthetic."}
{"sample_id": "heldout1000_0131", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_34-Scene-793_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_34-o/31_34-Scene-793_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_34-o/31_34-Scene-793_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_34-o/31_34-Scene-793_part1.mp4", "instruction": "Transform the modern outdoor plaza setting into a rugged, ancient stone landscape with moss-covered rocks and weathered stone pillars. Replace the contemporary clothing with period-appropriate fantasy attire: the central figure's blue t-shirt and jeans become a layered, dark red and black warrior tunic with metallic accents and dark trousers; the boots remain but are now reinforced with leather straps. The group assisting her wear flowing robes in muted earth tones with sashes and traditional fastenings. Add stone statues with carved faces in the background, replacing the modern architectural elements. Introduce a hazy, atmospheric mist to enhance the ancient ambiance. Adjust lighting to soft, diffused daylight with a slightly desaturated, cinematic color grade. Replace the modern laptop with a worn leather-bound scroll or tome. Maintain the same character positions, camera angle, and action dynamics."}
{"sample_id": "heldout1000_0132", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_42-Scene-498_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_42-o/32_42-Scene-498_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_42-o/32_42-Scene-498_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_42-o/32_42-Scene-498_part2.mp4", "instruction": "Transform the scene from a modern, casual setting to a richly detailed, cinematic fantasy interior. Replace the simple, colorful background with an ornate, golden palace setting featuring intricate wooden lattice windows and heavy drapery. Upgrade the character's attire from a striped sweater and blue skirt to an elaborate, shimmering dark metallic robe with intricate patterns, a wide leather belt with metal buckles, and long tassels. Add a ceremonial incense burner with glowing embers in the foreground, positioned near the character. Enhance the lighting to be warm, dramatic, and atmospheric, with soft highlights from golden ambient light and subtle backlighting through the lattice windows. Maintain the character's pose, camera angle, and body position exactly as in the low-cost version, preserving the shot scale and action timing. Ensure all new elements are anchored to the visible structure of the original frame, such as the character's hands, belt, and the foreground object."}
{"sample_id": "heldout1000_0133", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_16-Scene-001_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_16-o/35_16-Scene-001_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_16-o/35_16-Scene-001_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_16-o/35_16-Scene-001_part1.mp4", "instruction": "Enhance the scene with period-accurate, ornate headpieces featuring intricate floral and gemstone details, replacing the simpler hair accessories. Transform the modern-style clothing into richly embroidered traditional garments with high collars and detailed patterns; the foreground figure wears a vibrant green robe with floral embroidery and a dark blue collar, while the background figure wears a cream-colored robe with red floral accents and a red headband. Apply dramatic, cinematic lighting with warm, directional highlights and deep shadows to emphasize texture and depth. Enhance the makeup with defined eyes, subtle contouring, and a refined, regal look. Maintain the original composition, facial expressions, and camera framing while enriching the background with subtle, historically inspired textures and patterns to suggest an opulent interior setting. Preserve the characters' identities, actions, and spatial relationships."}
{"sample_id": "heldout1000_0134", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_029371", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__photography__6180876_kampus_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__photography__6180876_kampus_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__photography__6180876_kampus_production_3.mp4", "instruction": "Animate it with the spirit of a majestic orange tabby cat, featuring photorealistic fur textures, expressive golden eyes, and a serene autumnal ambiance."}
{"sample_id": "heldout1000_0135", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_14-Scene-456_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_14-o/39_14-Scene-456_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_14-o/39_14-Scene-456_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_14-o/39_14-Scene-456_part1.mp4", "instruction": "Transform the scene into a richly detailed historical or fantasy setting. Replace the neutral, softly lit background with an ornate red backdrop featuring golden floral patterns and hanging crystal pendants. Replace the modern, gray outfit with an intricate black robe adorned with silver embroidery and a high collar. Replace the futuristic headgear with an elaborate black headdress featuring golden floral ornaments and dangling chains. Add subtle, dramatic lighting with warm, directional highlights to enhance the regal atmosphere. Maintain the subject's facial expression, pose, and camera framing while enhancing the overall visual richness and period authenticity."}
{"sample_id": "heldout1000_0136", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_39-Scene-051_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_39-o/34_39-Scene-051_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_39-o/34_39-Scene-051_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_39-o/34_39-Scene-051_part1.mp4", "instruction": "Transform the modern casual outfits into elaborate traditional Chinese attire: replace the denim jackets with layered, flowing robes in muted earth tones with intricate embroidery and sash details. Upgrade the simple hairstyles into ornate traditional headdresses with decorative hairpins and a jeweled crown for the woman on the right. Add subtle, period-appropriate jewelry such as dangling earrings. Replace the contemporary park-like background with a historical courtyard setting featuring red-painted wooden pillars, stone pavement, and a large ornate lantern. Enhance the lighting to be softer and more atmospheric, with a warm, cinematic color grade that emphasizes depth and texture. Maintain the same camera framing, character positions, and expressions while enriching the materials and atmosphere to reflect a grand, historical setting."}
{"sample_id": "heldout1000_0137", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_019170", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__food__recipe__5481922_anastasia__shuraeva.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__food__recipe__5481922_anastasia__shuraeva.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__food__recipe__5481922_anastasia__shuraeva_1.mp4", "instruction": "Convert the video into a high-drama, film noir aesthetic with deep shadows, monochromatic tones, and a single spotlight on the knife and dish."}
{"sample_id": "heldout1000_0138", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_025457", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__cycling__5803089_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__cycling__5803089_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__sports__cycling__5803089_cottonbro_studio_2.mp4", "instruction": "Transform the video into a mystical forest fairy tale aesthetic with glowing mushrooms, ethereal light beams, and the mud trails forming magical runes as the rider passes."}
{"sample_id": "heldout1000_0139", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__4-Scene-1706_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/4-o/4-Scene-1706_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/4-o/4-Scene-1706_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/4-o/4-Scene-1706_part3.mp4", "instruction": "Transform the mundane public transportation station setting into a futuristic, sci-fi environment. Replace the ordinary glass partition with a transparent, high-tech enclosure containing a large, golden, alien-like artifact with glowing details. Upgrade the man's black jacket to a dark, armored coat with a thick, white, fluffy fur collar, and add a high-tech wrist device. Enhance the woman's blue collar with metallic, silver accents and a futuristic design. Add ambient, dim, atmospheric lighting with blue and purple hues, and include floating holographic elements and control panels with illuminated displays. Maintain the same camera angle, character positions, and actions, preserving the scene's layout and timing."}
{"sample_id": "heldout1000_0140", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_22-Scene-152_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_22-o/35_22-Scene-152_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_22-o/35_22-Scene-152_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_22-o/35_22-Scene-152_part1.mp4", "instruction": "Transform the modern hairstyle into an ornate traditional Chinese headdress adorned with blue and white floral decorations. Replace the plain fabric of the clothing with richly embroidered floral patterns in deep red and gold, adding a dark blue collar with intricate detailing. Add elaborate jewelry including long green beaded necklaces and ornate earrings. Substitute the modern ceramic cup with a traditional porcelain tea set featuring a white lidded bowl and matching cup. Replace the neutral background with an opulent interior featuring golden wooden paneling, heavy drapery, and decorative vases. Enhance the lighting to create a warm, dramatic atmosphere with soft highlights and deep shadows, emphasizing the richness of the materials and setting. Maintain the same camera angle, subject position, and overall composition."}
{"sample_id": "heldout1000_0141", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_015074", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__modelmaking__4821003_ivan_samkov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__modelmaking__4821003_ivan_samkov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__hobby__modelmaking__4821003_ivan_samkov_2.mp4", "instruction": "Transform the scene into a high-definition digital portrait with a glass-like surface finish, where the skin appears translucent and light refracts through the hair and eyes."}
{"sample_id": "heldout1000_0142", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_37-Scene-039_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_37-o/38_37-Scene-039_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_37-o/38_37-Scene-039_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_37-o/38_37-Scene-039_part1.mp4", "instruction": "Transform the casual white t-shirt into a flowing, off-white traditional garment with soft draping and subtle texture, enhancing the fabric's luminosity and movement. Replace the natural, blurred urban background with a dark, atmospheric, indistinct setting suggestive of a historical or fantasy environment, using muted earth tones and soft shadows. Upgrade the lighting to a dramatic, cinematic style with soft, directional light highlighting the subject's face and garment, creating depth and mood. Enhance the hairstyle with a more elaborate, period-appropriate updo, adding volume and elegance while preserving the original hairline and facial features. Maintain the subject's pose, expression, and camera angle, ensuring the transformation focuses on costume, lighting, and atmosphere without altering identity or action."}
{"sample_id": "heldout1000_0143", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_070124", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0231__9e7ca713dd353a3cb5ebdc1fef457515.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0231__9e7ca713dd353a3cb5ebdc1fef457515.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0231__9e7ca713dd353a3cb5ebdc1fef457515_2.mp4", "instruction": "Transform the visuals into a cyberpunk reflection aesthetic, where the wet pavement acts as a mirror showing a parallel, neon-drenched city."}
{"sample_id": "heldout1000_0144", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_20-Scene-397_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_20-o/24_20-Scene-397_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_20-o/24_20-Scene-397_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_20-o/24_20-Scene-397_part1.mp4", "instruction": "Transform the modern vehicle into an ornate, period-style carriage with a domed roof, decorative trim, and large wooden wheels. Replace the contemporary casual clothing of the characters with dark, historical attire featuring long coats and formal garments. Introduce two horses pulling the carriage, with one rider on horseback leading the procession. Enhance the forest background with richer, more natural greenery and dappled sunlight filtering through the canopy. Apply a cinematic color grade with deeper greens, warmer highlights, and increased contrast to create a dramatic, atmospheric mood. Add subtle atmospheric haze and soft lighting to emphasize depth and period authenticity. Maintain the original camera framing, motion, and scene layout throughout."}
{"sample_id": "heldout1000_0145", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_05-Scene-073_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_05-o/38_05-Scene-073_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_05-o/38_05-Scene-073_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_05-o/38_05-Scene-073_part1.mp4", "instruction": "Transform the modern, casual setting into a dark, moody, cinematic environment with a stone or cave-like background. Replace the simple white shirt with traditional, textured period clothing featuring layered fabrics and subtle patterns. Add an ornate hair accessory, such as a dark, jeweled hairpin, to the character's updo. Enhance the lighting to create dramatic shadows and highlights, emphasizing depth and atmosphere, while preserving the character's facial expression, head position, and camera framing. Maintain the same shot scale and timing, and ensure the character's identity and action remain unchanged."}
{"sample_id": "heldout1000_0146", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_002762", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__rowing__10396895_l__cu_c.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__rowing__10396895_l__cu_c.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__sports__rowing__10396895_l__cu_c_2.mp4", "instruction": "Render the entire video in a high-contrast, cinematic neo-noir aesthetic with deep shadows, golden highlights, and stylized silhouettes, giving the agricultural field a mysterious, dreamlike quality."}
{"sample_id": "heldout1000_0147", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_01-Scene-270_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_01-o/32_01-Scene-270_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_01-o/32_01-Scene-270_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_01-o/32_01-Scene-270_part3.mp4", "instruction": "Transform the scene from a modern park setting to a mystical, ancient forest environment. Replace the green grass and blurred background with a rugged, earthy ground covered in dry leaves, moss, and scattered rocks, surrounded by dense, shadowy trees. Enhance the character's attire by upgrading the casual black jacket into a rich, textured black robe with intricate metallic embroidery and layered fabric, maintaining the same silhouette and posture. Add a glowing, ethereal sheen to the character's hair bun, with subtle light particles emanating from it. Adjust the lighting to be dimmer and more atmospheric, with soft, diffused light filtering through the trees, creating deep shadows and a moody, cinematic tone. Introduce a faint mist or haze in the air to enhance the mystical atmosphere. Keep the character's position, action, and camera angle unchanged, preserving the original shot scale and timing."}
{"sample_id": "heldout1000_0148", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_013061", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__journaling__4053137_katrin__bolovtsova.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__journaling__4053137_katrin__bolovtsova.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__hobby__journaling__4053137_katrin__bolovtsova_1.mp4", "instruction": "Style the video in the aesthetic of a cozy indie film with soft focus, warm golden lighting, and a slight film grain to evoke a nostalgic, intimate atmosphere."}
{"sample_id": "heldout1000_0149", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_036780", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__modelmaking__6915641_monstera_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__modelmaking__6915641_monstera_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__hobby__modelmaking__6915641_monstera_production_2.mp4", "instruction": "Transform the scene into a surreal, candy-colored dreamscape where the skin becomes translucent and the colorful objects are giant floating jellybeans, each pulsing with light and emitting soft chimes."}
{"sample_id": "heldout1000_0150", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_07-Scene-174_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_07-o/24_07-Scene-174_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_07-o/24_07-Scene-174_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_07-o/24_07-Scene-174_part1.mp4", "instruction": "Enhance the earrings to ornate, dangling gold earrings with red gemstone pendants, replacing the simple pearl drops. Intensify the eye makeup with warmer, more dramatic eyeshadow and add a subtle shimmer to the eyelids. Deepen the lipstick to a richer, more saturated red tone. Maintain the same facial expression, head position, and camera framing. The background remains blurred but with a warmer, more atmospheric color grading to suggest a grander, period-style setting. Preserve the subject's hair and overall composition without adding hair accessories."}
{"sample_id": "heldout1000_0151", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_064517", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__vocals__8996189_yan_krukau.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__vocals__8996189_yan_krukau.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__vocals__8996189_yan_krukau_1.mp4", "instruction": "Give it the feeling of a vibrant, 3D-rendered clown-inspired girl with red hair styled in pigtails, wearing a rainbow choker and red suspenders over a white shirt, with exaggerated makeup including a red nose and circular blush."}
{"sample_id": "heldout1000_0152", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_03-Scene-264_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_03-o/38_03-Scene-264_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_03-o/38_03-Scene-264_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_03-o/38_03-Scene-264_part2.mp4", "instruction": "Transform the scene into a period fantasy setting by replacing the modern window with a traditional bamboo lattice structure, revealing a lush, misty outdoor landscape with bamboo groves and a flowing river beyond. Enhance the character's attire by replacing the simple white robe with a weathered, textured gray tunic and adding a rustic woven hat, evoking an ancient or rural aesthetic. Introduce atmospheric haze and soft, diffused lighting to create a mystical ambiance, with subtle lens flares emanating from the sunlight filtering through the bamboo. Replace the modern shelf items with aged ceramic jars and woven baskets, and add a stone-textured base to the window sill. Adjust the color palette to be desaturated and earthy, with muted greens, grays, and browns, while preserving the character's posture, the large circular object they are carrying, and the overall composition and camera motion. Maintain the foreground blur effect to enhance depth and focus on the character."}
{"sample_id": "heldout1000_0153", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_10-Scene-552_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_10-o/35_10-Scene-552_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_10-o/35_10-Scene-552_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_10-o/35_10-Scene-552_part1.mp4", "instruction": "Transform the simple, everyday shirt collar into an ornate, embroidered ruffled collar with floral and gemstone embellishments. Replace the plain fabric on the right side with a richly patterned, dark-toned textile featuring intricate geometric and floral motifs. Add elaborate, period-style hair ornaments with floral and beaded details to the updo. Enhance the lighting to a warm, dramatic, cinematic tone with soft highlights and deep shadows, emphasizing texture and depth. Replace the neutral indoor background with an opulent, traditional setting featuring ornate wooden furniture, decorative red lacquer boxes, and a textured, aged wall backdrop. Maintain the same camera angle, shot scale, and character positioning while upgrading materials, textures, and atmosphere to a high-cost, historical/cinematic aesthetic."}
{"sample_id": "heldout1000_0154", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_15-Scene-548_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_15-o/33_15-Scene-548_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_15-o/33_15-Scene-548_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_15-o/33_15-Scene-548_part1.mp4", "instruction": "Enhance the scene by replacing the simple, modern background with a lush, blurred forest environment to create a mystical atmosphere. Upgrade the hair accessories from simple floral pins to ornate, traditional hair ornaments with intricate metalwork and gemstone details. Transform the casual white top into a rich, red traditional garment with golden embroidery and layered fabric textures. Apply dramatic, period-appropriate makeup with defined eyes, subtle contouring, and a soft, natural lip tone to match the cinematic style. Maintain the same head position, facial expression, and camera framing throughout the sequence."}
{"sample_id": "heldout1000_0155", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_007973", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0061__27edf7417eac0a38b2b9178428e420a2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0061__27edf7417eac0a38b2b9178428e420a2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0061__27edf7417eac0a38b2b9178428e420a2_2.mp4", "instruction": "Transform the scene into a surrealist dream sequence where the lights are melting like wax, the crowd moves in slow motion, and the ride structure morphs into a giant mechanical phoenix soaring into the sky."}
{"sample_id": "heldout1000_0156", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_050403", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__7964465_kampus_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__7964465_kampus_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_style1__art__danceperformance__7964465_kampus_production_2.mp4", "instruction": "Immerse the scene in the breathtaking beauty of a cosmic ocean. The subject is bathed in the soft, ethereal glow of these cosmic structuresd. Sparkling star clusters and faint, glowing stardust drift through the scene like celestial fireflies. The atmosphere is awe-inspiring, wondrous, and profoundly beautiful."}
{"sample_id": "heldout1000_0157", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_40-Scene-354_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_40-o/31_40-Scene-354_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_40-o/31_40-Scene-354_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_40-o/31_40-Scene-354_part1.mp4", "instruction": "Transform the natural park setting into a mystical, atmospheric environment by replacing the green foliage with vibrant, glowing red-orange autumn leaves, and the background with dark, textured stone or cave-like walls. Enhance the lighting with dramatic, cool-toned blue and purple ambient light that casts soft shadows and highlights the character's face and hair. Intensify the color saturation and contrast to create a rich, cinematic palette. Maintain the character's pose, facial expression, and traditional hairstyle with the hairpin, but add subtle visual effects such as a faint glow around the hair and leaves to enhance the fantasy atmosphere. Preserve the camera angle, framing, and motion throughout the sequence."}
{"sample_id": "heldout1000_0158", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_36-Scene-259_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_36-o/34_36-Scene-259_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_36-o/34_36-Scene-259_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_36-o/34_36-Scene-259_part1.mp4", "instruction": "Enhance the scene with rich, historically inspired cinematic details: replace the plain cardboard box with an ornate red lacquered chest featuring intricate golden patterns; upgrade the background architecture with traditional Chinese-style lattice screens and decorative wall carvings; add glowing lanterns with warm, ambient light to create a dramatic, atmospheric glow; enrich the characters' clothing with detailed embroidery, layered fabrics, and historically accurate accessories such as hairpins and sashes; enhance the lighting to be more cinematic with soft volumetric rays and deep shadows; intensify the color palette with saturated, rich tones—especially deep reds, golds, and dark blues—while preserving the original character positions, actions, and camera framing; add subtle atmospheric haze to deepen the sense of period authenticity and grandeur."}
{"sample_id": "heldout1000_0159", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_9-Scene-2124_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_9-o/22_9-Scene-2124_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_9-o/22_9-Scene-2124_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_9-o/22_9-Scene-2124_part1.mp4", "instruction": "Enhance the scene with a cinematic, war-torn atmosphere by adding dense smoke and fire effects in the background, creating a hazy, dramatic environment. Intensify the lighting to a warm, golden-hour glow with strong contrast and lens flares, emphasizing the emotional gravity of the moment. Upgrade the characters' clothing to rugged, period-appropriate military-style attire with weathered textures and tactical gear, including vests and utility belts. Replace the casual bag with a futuristic weapon held by the person on the right, featuring glowing blue accents and metallic details. Transform the background character in yellow into a soldier wearing a helmet and combat uniform, blending into the chaotic battlefield. Add subtle motion blur and particle effects to simulate dust and debris, enhancing the sense of urgency and danger. Maintain the original composition, emotional connection between the hugging individuals, and camera motion, while enriching the environment with war-damaged structures, scattered debris, and distant explosions to ground the scene in a high-stakes, cinematic conflict setting."}
{"sample_id": "heldout1000_0160", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_026525", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__modelmaking__5922507_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__modelmaking__5922507_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__hobby__modelmaking__5922507_cottonbro_studio_2.mp4", "instruction": "Transform the scene into a surreal, hyper-realistic still life with extreme macro focus on the textures of the silver heels, the pink polish, and the reflective surface of the background."}
{"sample_id": "heldout1000_0161", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_33-Scene-379_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_33-o/33_33-Scene-379_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_33-o/33_33-Scene-379_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_33-o/33_33-Scene-379_part2.mp4", "instruction": "Transform the natural outdoor park background into a dark, abstract, atmospheric environment with subtle mist or smoke, enhancing the mood with a cinematic, moody tone. Change the character's hair color from natural brown to a striking grayish-green, maintaining the same hairstyle and volume. Adjust the lighting to be dramatic and stylized, with cool blue and purple tones, creating high contrast and deep shadows to emphasize facial features. Enhance the skin texture and makeup to appear more ethereal and stylized, with subtle glowing highlights around the eyes and lips. Preserve the character's facial expression, head position, and camera angle, while upgrading the overall visual quality to a high-cost cinematic standard with rich color grading and atmospheric depth."}
{"sample_id": "heldout1000_0162", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_056885", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__protest__8377948_pnw_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__protest__8377948_pnw_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__protest__8377948_pnw_production_1.mp4", "instruction": "Make it exude the vibe of a menacing, otherworldly knight clad in ornate, dark green armor with glowing emerald accents, embodying a dark fantasy 3D-rendered style."}
{"sample_id": "heldout1000_0163", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_007457", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0059__265da0ff9f399e957461651052f99554.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0059__265da0ff9f399e957461651052f99554.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0059__265da0ff9f399e957461651052f99554_2.mp4", "instruction": "Render the scene in a surreal, abstract expressionist style where the runner’s legs become fluid lines, the trail is a river of color, and the forest becomes a kaleidoscope of movement."}
{"sample_id": "heldout1000_0164", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_008305", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0071__2e85a79fb88198ea998fa35f0c7df7a3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0071__2e85a79fb88198ea998fa35f0c7df7a3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0071__2e85a79fb88198ea998fa35f0c7df7a3_1.mp4", "instruction": "Render the video in a cyberpunk cityscape style with neon reflections, rain-soaked floors, and digital overlays on the walls, turning the corridor into a high-tech transit hub with floating screens."}
{"sample_id": "heldout1000_0165", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_47-Scene-290_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_47-o/35_47-Scene-290_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_47-o/35_47-Scene-290_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_47-o/35_47-Scene-290_part2.mp4", "instruction": "Transform the modern indoor setting into an opulent imperial palace interior by replacing the neutral beige walls with rich red and gold ornate panels featuring intricate floral patterns. Enhance the background with traditional Chinese architectural details, including a large red door with golden studs. Upgrade the characters' contemporary clothing to elaborate traditional Chinese garments: the man on the left should wear a dark green robe with golden embroidery and a shaved head with a long braid; the woman in the center should wear a black imperial robe with golden circular motifs and a detailed headdress with floral ornaments; the woman behind her should wear a light green robe with subtle patterns and a matching headdress. Replace the simple table with a decorative stone pedestal. Add period-appropriate accessories such as jade bracelets and ornate hairpins. Apply warm, dramatic lighting to emphasize the richness of the materials and create a regal atmosphere. Maintain the original camera motion, shot scale, character positions, and actions."}
{"sample_id": "heldout1000_0166", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_31-Scene-355_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_31-o/32_31-Scene-355_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_31-o/32_31-Scene-355_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_31-o/32_31-Scene-355_part1.mp4", "instruction": "Transform the modern, casual attire into an elaborate traditional black robe with intricate golden embroidery along the collar and sleeves. Replace the simple yellow hair accessory with an ornate, metallic headpiece featuring detailed carvings and a regal design. Change the contemporary indoor background with a framed picture and office furniture into a traditional wooden interior with vertical lattice windows allowing soft, diffused natural light. Enhance the lighting to create dramatic, warm tones with strong contrast, emphasizing the textures of the robe and the sheen of the headpiece. Maintain the subject's pose, facial expression, and camera angle while upgrading the materials, atmosphere, and production design to a cinematic, period-style aesthetic."}
{"sample_id": "heldout1000_0167", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_43-Scene-063_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_43-o/35_43-Scene-063_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_43-o/35_43-Scene-063_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_43-o/35_43-Scene-063_part3.mp4", "instruction": "Transform the modern urban setting into a traditional East Asian palace courtyard. Replace the contemporary building facade with ornate traditional architecture featuring wooden pillars, tiled roofs, and intricate painted eaves. Change the casual and formal modern clothing of the figures into long, flowing traditional robes with dark sashes and layered fabrics. Replace the white hats with red, conical ceremonial hats with black tassels. Add a stone-paved ground and replace the modern cars and street elements with traditional courtyard details. Enhance the lighting to be warm and natural, suggesting daylight in an open courtyard, and apply rich, earthy color grading to emphasize historical authenticity. Maintain the same camera position, shot scale, and figure arrangement, preserving the group's formation and the central figure's position on the steps."}
{"sample_id": "heldout1000_0168", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_15-Scene-074_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_15-o/32_15-Scene-074_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_15-o/32_15-Scene-074_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_15-o/32_15-Scene-074_part1.mp4", "instruction": "Transform the modern hairstyle into an elaborate, glossy black traditional updo with a central part, and add a detailed metallic crown-like headdress. Replace the plain white top with ornate period clothing featuring intricate black and white patterned trim and layered fabric. Enhance the background with warm, richly colored architectural elements, such as deep red and beige walls, suggesting a historical or fantasy palace setting. Upgrade the lighting to a soft, cinematic glow with subtle highlights on the hair and clothing, and add a gentle atmospheric haze to deepen the scene's mood. Maintain the subject's facial expression, head position, and camera framing while introducing these high-cost visual elements."}
{"sample_id": "heldout1000_0169", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_22-Scene-229_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_22-o/32_22-Scene-229_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_22-o/32_22-Scene-229_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_22-o/32_22-Scene-229_part1.mp4", "instruction": "Enhance the scene by replacing the simple indoor background with an ornate, golden palace interior featuring intricate architectural details and warm, glowing light sources. Upgrade the hairstyle by adding a luxurious golden headpiece adorned with red gemstones and detailed filigree. Replace the minimal earrings with elaborate, dangling gold earrings featuring gemstone accents. Transform the casual blouse into a rich red ceremonial garment with refined textures and traditional design elements. Apply dramatic, cinematic lighting with deep shadows and golden highlights to emphasize the regal atmosphere, while preserving the character's facial expression, pose, and camera framing."}
{"sample_id": "heldout1000_0170", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_47-Scene-354_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_47-o/33_47-Scene-354_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_47-o/33_47-Scene-354_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_47-o/33_47-Scene-354_part1.mp4", "instruction": "Transform the modern interior setting into a traditional Chinese architectural environment with dark wooden lattice windows and stone lanterns. Replace the contemporary casual clothing with elaborate traditional Chinese hanfu featuring intricate blue and black patterns, with the central male character wearing a high-collared robe and ornate headpiece. Change the simple tableware to ornate ceramic dishes and cups with traditional designs. Replace the modern orange lamp with a stone lantern emitting warm, diffused light. Add decorative headpieces to the characters' hairstyles, maintaining their original positions and poses. Enhance the atmosphere with dim, moody lighting and a rich, cinematic color grade emphasizing deep blues and warm amber tones. Preserve the original camera angle, character positions, and scene layout."}
{"sample_id": "heldout1000_0171", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_07-Scene-179_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_07-o/24_07-Scene-179_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_07-o/24_07-Scene-179_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_07-o/24_07-Scene-179_part1.mp4", "instruction": "Enhance the scene with a rich, warm-toned, softly blurred background featuring subtle textures and a decorative, dark-toned circular object, possibly a pendant or ornament, to suggest an elegant or period setting. Upgrade the visible sleeve to a luxurious, light-colored fabric with intricate, delicate embroidery or lace detailing, giving it a refined, high-cost appearance. Apply a cinematic lighting style with warm, directional highlights and soft shadows to create depth and atmosphere, emphasizing the hands and sleeve while maintaining the original composition and motion. Add a subtle, ethereal glow or haze to the background to enhance the mood without altering the foreground action or camera framing."}
{"sample_id": "heldout1000_0172", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__15-Scene-1570_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/15-o/15-Scene-1570_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/15-o/15-Scene-1570_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/15-o/15-Scene-1570_part2.mp4", "instruction": "Enhance the lighting to create a dramatic, moody atmosphere with deep shadows and soft highlights, emphasizing the character's weathered features. Replace the plain, neutral background with a rugged, natural environment featuring stone structures and misty foliage, suggesting a fantasy or ancient setting. Transform the hair and beard to appear longer, whiter, and more textured with a slightly glowing quality, enhancing their mystical appearance. Adjust the color grading to a desaturated, cool-toned palette with high contrast, giving the scene a timeless, cinematic look. In the background, introduce a secondary character with a surprised expression, wearing rustic clothing, and add a wooden object resembling a staff or artifact in the foreground, reinforcing the fantasy context. Maintain the original camera angle, framing, and character pose throughout the transformation."}
{"sample_id": "heldout1000_0173", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_17-Scene-027_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_17-o/35_17-Scene-027_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_17-o/35_17-Scene-027_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_17-o/35_17-Scene-027_part2.mp4", "instruction": "Transform the modern casual outfit into an elaborate traditional Chinese dress with intricate embroidery and a high collar. Replace the simple hairband with a traditional headdress featuring ornate floral accessories and a red tassel. Add delicate, period-appropriate earrings. Change the neutral indoor background to a richly detailed historical interior with wooden lattice windows and traditional furnishings. Enhance the lighting to create dramatic, stylized contrast with soft highlights and deep shadows, emphasizing the textures of the costume and setting. Maintain the subject's pose, facial expression, and camera framing while upgrading the visual fidelity and period authenticity."}
{"sample_id": "heldout1000_0174", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_41-Scene-180_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_41-o/31_41-Scene-180_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_41-o/31_41-Scene-180_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_41-o/31_41-Scene-180_part2.mp4", "instruction": "Replace the simple outdoor background with a dense, misty forest setting featuring tall trees and natural greenery. Transform the woman's modern casual attire into an ornate traditional outfit with vibrant orange and gold patterns and layered fabric. Replace the man's blue t-shirt with a detailed traditional robe with a light-colored inner layer and a blue outer sash. Enhance the man's hairstyle with a decorative hairpin and add a small, intricate accessory to the woman's hair. Adjust the lighting to a soft, diffused, cinematic style with a cool, ethereal tone to match the forest atmosphere. Add subtle moss and texture to the tree trunk the man is leaning against. Maintain the same camera angle, character positions, and facial expressions."}
{"sample_id": "heldout1000_0175", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_34-Scene-072_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_34-o/32_34-Scene-072_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_34-o/32_34-Scene-072_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_34-o/32_34-Scene-072_part2.mp4", "instruction": "Replace the modern urban/suburban background with traditional Chinese architecture featuring tiled roofs and wooden structures. Add a quiver of arrows to the character on the right's headgear, positioned diagonally across his back. Enhance the clothing with intricate, ornate patterns and textures, particularly on the right character's sleeve and chest, using rich, dark materials with subtle metallic sheen. Adjust the lighting to a cinematic, atmospheric night ambiance with warm, directional light sources and deep shadows. Introduce a soft, moody atmosphere with ambient haze and subtle depth-of-field blur to emphasize the period setting. Maintain the original character positions, camera angle, and shot scale."}
{"sample_id": "heldout1000_0176", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_37-Scene-179_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_37-o/31_37-Scene-179_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_37-o/31_37-Scene-179_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_37-o/31_37-Scene-179_part2.mp4", "instruction": "Transform the modern setting into a traditional Chinese village environment. Replace the contemporary building with weathered stone walls and exposed wooden beams. Add a rustic wooden structure overhead with hanging ropes and a lantern on the right side. Replace the modern casual attire with traditional Chinese-style robes: the left figure wears a dark, layered robe with red trim, the center figure wears a flowing white robe with a black headpiece, and the right figure wears a gray-blue robe with intricate patterns. Introduce a hanging object resembling a weapon on the left side. Adjust lighting to warm, dim, ambient light with soft shadows, evoking an evening or dusk atmosphere. Enhance the color grading to rich, earthy tones with a slightly desaturated, cinematic look. Preserve the original character positions, camera angle, and scene composition."}
{"sample_id": "heldout1000_0177", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__29_02-Scene-468_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/29_02-o/29_02-Scene-468_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/29_02-o/29_02-Scene-468_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/29_02-o/29_02-Scene-468_part1.mp4", "instruction": "Replace the modern, simple lamp with a traditional Japanese-style paper lantern, featuring a warm, amber glow and a rounded, segmented design. Replace the plain wall or minimalistic artwork at the top left with a hanging scroll or decorative element, such as a rolled paper or fabric banner with visible texture and folds. Transform the background windows from dark, indistinct panels into traditional Japanese shoji-style latticed windows with bright, diffused light passing through, enhancing the sense of depth and period authenticity. Adjust the lighting to emphasize a warm, ambient glow from the lantern, creating soft shadows and a rich, atmospheric mood. Maintain the original camera position, shot scale, and scene layout, preserving the central placement of the lantern and the overall composition."}
{"sample_id": "heldout1000_0178", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__7-Scene-0610_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/7-o/7-Scene-0610_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/7-o/7-Scene-0610_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/7-o/7-Scene-0610_part3.mp4", "instruction": "Replace the casual white t-shirt with a red and black Spider-Man suit featuring a web pattern, black gloves, and a mask with large white eye lenses. Add a black spider emblem on the chest. Remove the sunglasses from the head and replace them with the mask. Enhance the lighting to create a dramatic, cinematic atmosphere with deep shadows and focused highlights on the suit, emphasizing its texture and form. Maintain the same stone-walled, dimly lit interior setting with the arched doorway and table in the background. Preserve the character's pose, facial expression, and camera angle. Add subtle motion blur and depth-of-field effects to enhance the cinematic quality, while keeping the overall scene composition unchanged."}
{"sample_id": "heldout1000_0179", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_28-Scene-486_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_28-o/34_28-Scene-486_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_28-o/34_28-Scene-486_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_28-o/34_28-Scene-486_part1.mp4", "instruction": "Transform the modern casual clothing into traditional ancient-style robes: replace the t-shirts and jeans with flowing, layered silk robes in soft pastel tones, adding wide sleeves and sashes. Replace the modern baseball cap with an ornate black hairpin and styled topknot. Change the background from a modern indoor setting with a sofa and curtains to an ancient-style wooden room with lattice windows, wooden beams, and traditional fabric drapes. Adjust the lighting to be softer and more atmospheric, with natural light filtering through the lattice windows, creating dappled shadows and a warm, historical ambiance. Maintain the same character positions, expressions, and camera framing, preserving the original interaction and shot scale."}
{"sample_id": "heldout1000_0180", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_10-Scene-335_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_10-o/35_10-Scene-335_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_10-o/35_10-Scene-335_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_10-o/35_10-Scene-335_part1.mp4", "instruction": "Enhance the scene with rich, traditional Chinese architectural details: restore ornate tiled roofs with golden ridges and decorative finials on the pavilion and surrounding walls, and deepen the red walls with aged texture. Upgrade the character's attire to elaborate historical garments with layered fabrics, intricate embroidery, and period-accurate accessories; add a red ceremonial hat with tassels. Replace the modern kettle and white cup with a traditional green ceramic teapot and matching teacup. Introduce subtle atmospheric effects such as soft mist and diffused natural lighting to create a cinematic, period-appropriate mood. Enhance the color grading to warm, saturated tones with rich reds and earthy greens, while preserving the original layout, character positions, and camera motion. Add period-specific props like wooden crates and bamboo plants to enrich the setting without altering the scene's composition or action."}
{"sample_id": "heldout1000_0181", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_015408", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__americanfootball__4887412_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__americanfootball__4887412_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__sports__americanfootball__4887412_cottonbro_studio_2.mp4", "instruction": "Transform the scene into a surreal, floating garden illusion where the lupine flowers are made of translucent glass and glow softly, and the green foliage is rendered in iridescent metallic foil."}
{"sample_id": "heldout1000_0182", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__29_04-Scene-398_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/29_04-o/29_04-Scene-398_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/29_04-o/29_04-Scene-398_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/29_04-o/29_04-Scene-398_part1.mp4", "instruction": "Transform the modern casual attire into traditional Chinese-style robes with layered fabric, wide sleeves, and sash belts. Replace the simple hair bun with an ornate, period-appropriate headpiece featuring intricate metalwork and decorative elements. Convert the modern backpack into a wooden box with carved details and circular cutouts, wrapped in dark fabric. Replace the contemporary indoor office setting with a rustic, historical wooden workshop featuring bamboo walls, wooden beams, and traditional tools. Adjust the lighting to a warm, diffused, natural ambiance with soft shadows, enhancing the period atmosphere. Add subtle atmospheric haze and rich, earthy color grading to deepen the cinematic tone. Maintain the same character positions, camera angle, and shot scale. Preserve the interaction and facial expressions while enhancing the visual richness of clothing, props, and environment."}
{"sample_id": "heldout1000_0183", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_14-Scene-452_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_14-o/38_14-Scene-452_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_14-o/38_14-Scene-452_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_14-o/38_14-Scene-452_part1.mp4", "instruction": "Transform the modern casual clothing into ornate traditional attire: replace the denim jacket with a dark teal, intricately patterned robe with black shoulder straps, and change the light blue tunic into a layered white and red garment with black trim and decorative sashes. Enhance the hairstyles with elaborate updos featuring hairpins and flowing strands. Replace the simple park background with a dense, moss-covered forest with dappled lighting and misty atmosphere. Upgrade the lighting to be dramatic and moody, with soft highlights and deep shadows, emphasizing the characters' faces and costumes. Maintain the same camera angle, shot scale, and character positions while enhancing textures, materials, and color grading to achieve a cinematic, period-fantasy aesthetic."}
{"sample_id": "heldout1000_0184", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_29-Scene-471_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_29-o/32_29-Scene-471_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_29-o/32_29-Scene-471_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_29-o/32_29-Scene-471_part3.mp4", "instruction": "Transform the modern, minimalist interior into an ornate traditional Chinese-style room by replacing the plain walls with wooden lattice panels and exposed beams, adding blue patterned curtains with tassels, and installing a circular, geometrically designed window with wooden framing. Replace the characters' casual silhouettes with detailed figures wearing flowing traditional robes—one in deep purple and the other in white—complete with intricate hairstyles and accessories. Introduce period-appropriate props such as wooden furniture, a hanging lantern, and fabric rolls. Enhance the lighting to be warm and dramatic, with soft backlighting and rich color grading to emphasize the textures of wood, silk, and fabric. Maintain the original camera angle, character positions, and scene layout while upgrading the visual fidelity and cultural authenticity."}
{"sample_id": "heldout1000_0185", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__14-Scene-0354_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/14-o/14-Scene-0354_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/14-o/14-Scene-0354_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/14-o/14-Scene-0354_part1.mp4", "instruction": "Transform the scene into a dark, eerie, and supernatural setting. Replace the neutral background with a desolate, grassy field under a gloomy sky. Enhance the character's appearance with grotesque, decaying features: add deep wrinkles, sunken eyes, pale grayish skin, and a distorted, monstrous expression. Replace the ordinary clothing with tattered, dark, and rugged attire, incorporating animal fur and bone-like adornments. Introduce a supernatural atmosphere with dim, cold lighting, heavy shadows, and a sense of dread. Add a glowing, otherworldly blade held close to the character's face, emitting a faint blue light that highlights the decayed features. Maintain the original camera angle, shot scale, and character positioning, preserving the action and timing while amplifying the horror and fantasy elements."}
{"sample_id": "heldout1000_0186", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_08-Scene-598_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_08-o/34_08-Scene-598_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_08-o/34_08-Scene-598_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_08-o/34_08-Scene-598_part2.mp4", "instruction": "Transform the scene from a simple, natural outdoor setting to a grand, fantastical temple interior. Replace the plain garden backdrop with a massive, ornate dragon sculpture encircling a glowing moon, set against a dramatic, cloudy sky. Upgrade the central structure from a simple teal temple to a detailed, golden throne with intricate carvings and a regal, winged figure. Replace the modern, simple lamps with tall, ornate black lanterns emitting warm, glowing light. Change the characters' casual white and blue clothing into elaborate, flowing traditional robes with rich textures and deep colors. Add mystical floating lanterns in the background and enhance the atmosphere with soft, magical particles. Shift the color palette from muted earth tones to vibrant, cinematic hues with strong contrasts and golden highlights. Maintain the same camera framing, character positions, and overall layout while enhancing materials, lighting, and production design to create a cinematic, fantasy atmosphere."}
{"sample_id": "heldout1000_0187", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_45-Scene-246_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_45-o/35_45-Scene-246_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_45-o/35_45-Scene-246_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_45-o/35_45-Scene-246_part1.mp4", "instruction": "Transform the modern casual outfit into an ornate traditional Chinese Qing dynasty-style robe with intricate embroidery, floral patterns, and a high collar. Replace the simple hair accessory with a traditional headdress featuring two buns adorned with pink silk flowers and red ribbons. Add a delicate choker necklace with matching earrings. Change the neutral indoor background to a richly detailed historical palace interior with wooden architecture, red pillars, and traditional Chinese window lattices. Enhance the lighting to warm, dramatic, and stylized, with soft shadows and golden tones to emphasize the period atmosphere. Maintain the same facial expression, pose, and camera framing."}
{"sample_id": "heldout1000_0188", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_02-Scene-408_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_02-o/35_02-Scene-408_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_02-o/35_02-Scene-408_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_02-o/35_02-Scene-408_part1.mp4", "instruction": "Transform the modern indoor setting into an ornate traditional Chinese palace courtyard, replacing the neutral background with richly decorated wooden architecture, red pillars, golden accents, and hanging lanterns. Enhance the lighting to a warm, atmospheric glow with soft shadows, evoking a historical period ambiance. Retain the traditional Chinese attire, including the intricate hair ornaments, jewelry, and layered robes, and add subtle period-appropriate accessories such as jade pendants and embroidered sashes. Maintain the original composition, character poses, and camera framing while upgrading the materials and textures to appear more luxurious and historically authentic."}
{"sample_id": "heldout1000_0189", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_11-Scene-249_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_11-o/32_11-Scene-249_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_11-o/32_11-Scene-249_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_11-o/32_11-Scene-249_part2.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style by replacing the natural outdoor background with a dimly lit, smoky interior setting. Introduce a warm, flickering candle as the primary light source to create dramatic chiaroscuro lighting. Upgrade the character's attire to rich, dark period clothing with intricate textures and subtle red accents, maintaining the same hairstyle with a silver hairpin. For the second character, transform their appearance to match the period aesthetic: replace modern blonde hair with dark, disheveled hair, add visible injuries such as a cut on the lip and a small wound on the forehead, and dress them in tattered, earth-toned garments with purple sashes. Preserve the original camera angle, character positions, and action dynamics while enhancing materials, lighting, and atmosphere for a more immersive, high-production look."}
{"sample_id": "heldout1000_0190", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_015936", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__animals__fish__4983660_luis_quintero.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__animals__fish__4983660_luis_quintero.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__animals__fish__4983660_luis_quintero_1.mp4", "instruction": "Reimagine the entire video in a high-contrast, cyberpunk neon noir style with deep shadows, glowing orange oil reflections, and holographic interface overlays floating above the fryers."}
{"sample_id": "heldout1000_0191", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_28-Scene-290_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_28-o/33_28-Scene-290_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_28-o/33_28-Scene-290_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_28-o/33_28-Scene-290_part1.mp4", "instruction": "Transform the modern indoor setting into an ornate traditional Chinese-style palace interior. Replace the contemporary furniture and background with richly decorated wooden architecture, including red-painted beams, lattice windows, and hanging blue silk drapes. Replace the modern lighting fixtures with large, multi-tiered traditional lanterns emitting warm, golden light. Change the characters' casual clothing into elaborate traditional robes with intricate embroidery, flowing sleeves, and sashes in shades of blue, white, and gray. Style their hair into classical topknots and add ornate hairpins and headpieces. Replace the simple table and objects with a traditional low wooden table adorned with a porcelain incense burner. Enhance the atmosphere with soft, diffused lighting, rich color grading with deep reds and blues, and a sense of historical grandeur. Maintain the same character positions, camera angle, and shot composition while adding cinematic depth and texture to materials and surfaces."}
{"sample_id": "heldout1000_0192", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__8-Scene-0956_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/8-o/8-Scene-0956_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/8-o/8-Scene-0956_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/8-o/8-Scene-0956_part1.mp4", "instruction": "Enhance the visual quality to a cinematic standard by applying a cool, desaturated color grade with increased contrast and subtle greenish-blue tint to the skin and background. Introduce soft, diffused lighting with a slight rim light effect on the hair and jawline to add depth and drama. Enhance the eyes with a subtle glow and increased clarity to make them appear more intense and otherworldly. Add a faint atmospheric haze to the background to create a moody, immersive environment. Preserve the subject's facial expression, head position, and camera framing exactly as in the low-cost version, while elevating the overall aesthetic through refined lighting, color grading, and atmospheric effects."}
{"sample_id": "heldout1000_0193", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_06-Scene-078_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_06-o/32_06-Scene-078_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_06-o/32_06-Scene-078_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_06-o/32_06-Scene-078_part1.mp4", "instruction": "Replace the simple white hair accessory with an ornate, metallic, intricately carved headpiece featuring dragon or phoenix motifs. Change the modern blue casual t-shirt to an elaborate traditional robe with layered fabric, detailed embroidery, and a high collar in muted gray and blue tones. Transform the neutral, soft-lit background into a richly decorated interior with deep red walls, warm ambient lighting, and traditional wooden furniture. Enhance the lighting to create dramatic, warm highlights and soft shadows, emphasizing the textures of the costume and headpiece. Maintain the same head position, facial expression, and camera angle throughout the sequence."}
{"sample_id": "heldout1000_0194", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_36-Scene-051_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_36-o/24_36-Scene-051_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_36-o/24_36-Scene-051_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_36-o/24_36-Scene-051_part1.mp4", "instruction": "Enhance the scene with cinematic lighting by introducing bright, natural daylight streaming through the traditional lattice windows, creating soft highlights and deep shadows to add depth and atmosphere. Amplify the intricate architectural details of the wooden screens and window frames, restoring their ornate patterns and textures. Replace the subdued red vase with a more vibrant, glossy red ceramic vessel, and enrich the surrounding decorative elements with richer materials and finer craftsmanship. Saturate the color palette to bring out vivid, authentic tones in the wood, fabrics, and plants, while preserving the overall composition. Add subtle atmospheric effects such as soft dust motes in the light beams and gentle fabric drapes to enhance realism and grandeur. Maintain the same camera motion, shot scale, and spatial layout, ensuring the character’s presence and movement remain consistent with the original scene."}
{"sample_id": "heldout1000_0195", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_06-Scene-469_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_06-o/39_06-Scene-469_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_06-o/39_06-Scene-469_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_06-o/39_06-Scene-469_part1.mp4", "instruction": "Transform the modern casual clothing of the three women into traditional Chinese-style yellow and blue robes with intricate sleeve details and embroidered patterns. Replace their simple hairstyles with elaborate updos adorned with ornate silver hairpins. Substitute the yellow candle with a vibrant red candle in a classic black metal holder. Replace the contemporary dining tableware with traditional Chinese ceramic bowls and chopsticks. Replace the plain modern background with a richly decorated traditional Chinese interior featuring red silk drapes, wooden lattice windows, and antique furniture. Enhance the lighting to create a warm, atmospheric glow with soft shadows, emphasizing the period setting. Maintain the same camera angle, character positions, and actions throughout the scene."}
{"sample_id": "heldout1000_0196", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_36-Scene-274_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_36-o/31_36-Scene-274_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_36-o/31_36-Scene-274_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_36-o/31_36-Scene-274_part4.mp4", "instruction": "Transform the modern casual attire of the three individuals into traditional Chinese-style fantasy costumes: the woman on the left wears a detailed grey and white patterned robe with flowing sleeves; the man in the center wears a layered grey and black tunic with a sash and a shoulder-mounted weapon; the woman on the right wears a rich purple robe with intricate embroidery and a headband. Replace the contemporary park-like background with a desert marketplace setting featuring stone walls, wooden stalls, sand-covered ground, and period-appropriate props like crates and banners. Add stylized, dramatic lighting with a warm, golden hue to enhance the fantasy atmosphere. Introduce ornate architectural elements such as tiled roofs and stone steps. Enhance the overall color grading to create a cinematic, period-fantasy look with rich textures and atmospheric depth. Keep the same camera motion, shot scale, and character positions, preserving the original layout and actions."}
{"sample_id": "heldout1000_0197", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_32-Scene-291_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_32-o/38_32-Scene-291_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_32-o/38_32-Scene-291_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_32-o/38_32-Scene-291_part1.mp4", "instruction": "Transform the modern outdoor setting into a lush, dense bamboo forest with natural, dappled lighting filtering through the canopy. Replace the characters' casual clothing with traditional East Asian attire: the woman on the left wears a layered, earth-toned robe with intricate patterns and a sash, the central woman wears a flowing grey tunic with a red sash and a delicate hairpiece, and the man wears a simple grey robe with a tied sash. Add period-appropriate accessories such as braided hair, fabric wraps, and a small pouch. Enhance the atmosphere with soft, cinematic color grading, rich textures in the clothing and foliage, and a sense of depth and natural ambiance. Maintain the same character positions, camera angle, and shot scale."}
{"sample_id": "heldout1000_0198", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_48-Scene-654_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_48-o/38_48-Scene-654_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_48-o/38_48-Scene-654_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_48-o/38_48-Scene-654_part2.mp4", "instruction": "Transform the natural daylight park setting into a dark, atmospheric, and moody environment with indistinct stone or ancient architectural elements in the background, suggesting a fantasy or historical setting. Replace the casual modern clothing with a period-style, elegant white garment with subtle texture and refined details, maintaining the same silhouette and hair style. Enhance the lighting to be dramatic and low-key, with soft rim lighting on the subject’s face and deep shadows in the background, creating a cinematic and emotional tone. Preserve the subject’s facial expression, gaze direction, and interaction with the other person, as well as the camera angle and framing. Add a subtle mist or haze to the atmosphere to deepen the mood, while keeping the overall composition and shot scale unchanged."}
{"sample_id": "heldout1000_0199", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__11-Scene-0914_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/11-o/11-Scene-0914_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/11-o/11-Scene-0914_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/11-o/11-Scene-0914_part4.mp4", "instruction": "Transform the man lying on the ground from casual clothing (hoodie and jeans) into a detailed, metallic Iron Man suit with red and gold plating, including glowing arc reactor on the chest and illuminated eyes in the helmet. Replace the mundane alleyway background with a dark, futuristic industrial setting featuring metallic structures, debris, and atmospheric haze. Enhance lighting with dramatic, directional spotlights and ambient glow from the suit's components. Add dynamic visual effects such as faint energy trails and reflections on the suit's surface. Maintain the same camera angle, body pose, and scene layout, preserving the man's position and orientation while upgrading materials, lighting, and environment to a high-tech, cinematic style."}
{"sample_id": "heldout1000_0200", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_27-Scene-166_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_27-o/39_27-Scene-166_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_27-o/39_27-Scene-166_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_27-o/39_27-Scene-166_part4.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style by replacing the modern green headpiece with an ornate, golden circular hair ornament on each side of the updo, connected by a thin metallic rod. Replace the plain white tassels with rich, golden-yellow silk tassels adorned with intricate metallic caps. Transform the neutral background into a warm, opulent palace interior with red and gold patterned walls and soft floral arrangements in the background. Upgrade the clothing to a traditional, richly colored yellow and dark blue robe with detailed collar and fabric texture. Apply dramatic, warm lighting with soft highlights on the face and hair, enhancing the atmosphere with a golden glow. Maintain the same facial expression, head position, and camera framing."}
{"sample_id": "heldout1000_0201", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_018613", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__scenery__sunrise__4981359_martina_tom_i_.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__scenery__sunrise__4981359_martina_tom_i_.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__sunrise__4981359_martina_tom_i__2.mp4", "instruction": "Generate a version that is a futuristic female warrior with short blonde hair, wearing a dark, form-fitting outfit with a high collar, glowing chest emblem, and combat boots, rendered in a highly detailed, photorealistic 3D style."}
{"sample_id": "heldout1000_0202", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_048706", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__equestrian__9466649_mikhail_nilov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__equestrian__9466649_mikhail_nilov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__sports__equestrian__9466649_mikhail_nilov_1.mp4", "instruction": "Convert the video into a surreal, surrealist collage style where the horse and rider are composed of fragmented mirrors and stained glass, reflecting distorted versions of the surrounding trees and sky."}
{"sample_id": "heldout1000_0203", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_000215", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0002__0196f1b44dba600b510211bafc0d2c33.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0002__0196f1b44dba600b510211bafc0d2c33.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0002__0196f1b44dba600b510211bafc0d2c33_1.mp4", "instruction": "Reimagine the video as a golden age museum diorama, with soft lighting, aged glass cases, and a dreamlike haze that makes the statues appear to breathe and move slightly."}
{"sample_id": "heldout1000_0204", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_1-Scene-2034_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_1-o/22_1-Scene-2034_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_1-o/22_1-Scene-2034_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_1-o/22_1-Scene-2034_part1.mp4", "instruction": "Transform the scene into a grand, cinematic fantasy setting by enhancing the architectural details with ornate carvings and intricate stonework, replacing the plain banners with richly patterned, glowing blue and purple banners featuring mystical symbols. Add dramatic, voluminous clouds to the sky to create a mystical atmosphere. Introduce a large crowd of diverse fantasy characters at the base of the structure, dressed in elaborate period costumes, to emphasize the scale and importance of the location. Enhance the lighting with a moody, diffused twilight glow that highlights the statues and architectural details, while preserving the original layout, camera motion, and scene geometry. The statues remain in place but are now rendered with a more detailed, weathered stone texture, and the background features a distant mountain range under a mystical sky."}
{"sample_id": "heldout1000_0205", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_40-Scene-009_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_40-o/35_40-Scene-009_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_40-o/35_40-Scene-009_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_40-o/35_40-Scene-009_part1.mp4", "instruction": "Transform the modern, casual attire of the man and woman into ornate traditional clothing: replace the man's simple gray tunic with a richly embroidered blue robe featuring golden dragon patterns and a red fur-trimmed hat, and replace the woman's plain pink top with an elaborate floral-patterned traditional dress with fur-trimmed sleeves and a matching headdress. Replace the plain white curtains with luxurious golden brocade drapes adorned with intricate patterns and tassels. Enhance the background with period-appropriate furnishings including a wooden cabinet with decorative vases and a lantern, and add a heavy, fringed canopy above the bed. Upgrade the lighting to warm, dramatic indoor illumination with soft shadows, emphasizing the richness of the fabrics and the opulence of the setting. Maintain the same camera angle, character positions, and interaction dynamics."}
{"sample_id": "heldout1000_0206", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_001152", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0017__0b86785937e8411fdbfa44eb98ba705d.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0017__0b86785937e8411fdbfa44eb98ba705d.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0017__0b86785937e8411fdbfa44eb98ba705d_2.mp4", "instruction": "Render the scene in the aesthetic of a digital dreamscape, where the phone screen projects a surreal world—neon cities, alien landscapes, and floating data streams."}
{"sample_id": "heldout1000_0207", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_048711", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__gardening__9466776_rocketmann_team.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__gardening__9466776_rocketmann_team.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__hobby__gardening__9466776_rocketmann_team_1.mp4", "instruction": "Reimagine the video in a high-definition macro photography style with extreme close-ups, shallow depth of field, and glowing highlights on the plant’s tips, as if viewed under a scientific microscope."}
{"sample_id": "heldout1000_0208", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_37-Scene-199_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_37-o/31_37-Scene-199_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_37-o/31_37-Scene-199_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_37-o/31_37-Scene-199_part1.mp4", "instruction": "Transform the scene into a period fantasy setting by replacing the modern indoor background with an ancient-style interior featuring textured stone walls and traditional wooden furnishings. Enhance the lighting with dramatic, moody purple and blue tones to create a mystical atmosphere. Replace the character's modern casual clothing with a traditional white Hanfu-style robe with subtle embroidery. Style the hair into an elaborate updo with black hairpins and braids, and replace the simple green earrings with ornate dangling pearl earrings. Add soft glowing effects around the character and background to enhance the magical ambiance, while preserving the original camera angle, facial expression, and interaction with the other character."}
{"sample_id": "heldout1000_0209", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_6-Scene-1919_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_6-o/26_6-Scene-1919_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_6-o/26_6-Scene-1919_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_6-o/26_6-Scene-1919_part1.mp4", "instruction": "Replace the casual dark blue hoodie with a form-fitting, textured yellow and black tactical suit featuring reinforced shoulder pads and black harness straps across the chest. Upgrade the simple helmet to a detailed, metallic silver and dark gray futuristic helmet with angular visor cutouts and a prominent V-shaped crest. Enhance the background with a moody, overcast sky filled with swirling gray clouds, adding atmospheric depth. Apply dramatic, high-contrast lighting with strong directional highlights on the helmet and suit, and deep shadows to emphasize texture and form. Maintain the same camera angle, character pose, and scene composition, preserving the action and layout while elevating the visual style to a cinematic, sci-fi aesthetic."}
{"sample_id": "heldout1000_0210", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_20-Scene-414_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_20-o/35_20-Scene-414_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_20-o/35_20-Scene-414_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_20-o/35_20-Scene-414_part1.mp4", "instruction": "Replace the simple green leaf headdress with an ornate, jeweled black and gold imperial crown featuring intricate filigree, pearls, and dangling tassels. Upgrade the minimal earrings to elaborate, multi-tiered jade and gold earrings with red and green gemstones. Change the casual gray top to a rich, dark traditional robe with golden collar, embroidered patterns, and a high neckline. Transform the neutral background into a grand, opulent palace interior with warm golden lighting, ornate architectural details, and other court attendants in period attire. Enhance the overall lighting to warm, dramatic, cinematic illumination with soft highlights and deep shadows, emphasizing the luxurious textures and materials. Maintain the same facial expression, head position, and camera framing."}
{"sample_id": "heldout1000_0211", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_32-Scene-387_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_32-o/34_32-Scene-387_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_32-o/34_32-Scene-387_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_32-o/34_32-Scene-387_part1.mp4", "instruction": "Transform the scene into a cinematic, period fantasy setting by replacing the modern casual clothing with elaborate historical costumes: the man on the left wears a beige robe with dark trim and a sash, the woman in the center wears a layered grey and maroon dress with armor-like details, and the woman entering from the right wears a rich red and gold warrior-style outfit. Replace the plain white cloth on the table with a detailed, textured sand table featuring rocky terrain and red marker flags. Enhance the background with period-appropriate elements such as traditional wooden screens, ornate carvings on pillars, and glowing lanterns for atmospheric lighting. Upgrade the central screen to display a detailed, aged map with calligraphy. Apply rich color grading with deep blues and warm amber tones, and add subtle ambient lighting to create a dramatic, immersive atmosphere. Maintain the original camera position, character positions, and scene layout."}
{"sample_id": "heldout1000_0212", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__8-Scene-0229_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/8-o/8-Scene-0229_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/8-o/8-Scene-0229_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/8-o/8-Scene-0229_part1.mp4", "instruction": "Replace the casual helmet with a detailed, golden fantasy-style helmet featuring angular cheek guards and a smooth, polished surface. Replace the everyday clothing with ornate, metallic armor that matches the helmet, including a chest plate with intricate detailing. Transform the background into a dark, rocky cavern with subtle ambient lighting and atmospheric haze. Enhance the lighting to a dramatic, cinematic style with warm, directional highlights on the armor and face, and deep shadows to emphasize texture and depth. Maintain the same facial expression, head position, and camera framing. Add a subtle glow to the eyes to enhance the heroic, otherworldly appearance."}
{"sample_id": "heldout1000_0213", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_01-Scene-672_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_01-o/38_01-Scene-672_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_01-o/38_01-Scene-672_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_01-o/38_01-Scene-672_part1.mp4", "instruction": "Transform the scene from a bright, urban parking lot with scattered white blocks and a character in casual attire into a dark, surreal, water-like environment with floating stone platforms. Replace the flat, gray pavement with a rippling, dark liquid surface that reflects dim ambient light. Elevate the white blocks into irregular, weathered stone platforms floating above the surface. Replace the character's casual clothing with a dark, flowing, fantasy-style robe. Introduce a massive, ancient stone hand emerging from the water in the background, partially submerged and covered in moss and cracks. Adjust the lighting to a moody, low-key atmosphere with deep blues and grays, using subtle glimmers on the water surface to suggest a mysterious, otherworldly source. Maintain the same camera angle, character positioning, and relative movement across frames."}
{"sample_id": "heldout1000_0214", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_033477", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__scenery__natural__6613142_pavel_danilyuk.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__scenery__natural__6613142_pavel_danilyuk.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__scenery__natural__6613142_pavel_danilyuk_2.mp4", "instruction": "Apply a hyper-realistic, 3D-rendered snow fantasy aesthetic with glowing frost particles, floating snowflakes that react to movement, and a slightly surreal color palette of pastel blues and iridescent whites."}
{"sample_id": "heldout1000_0215", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_22-Scene-409_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_22-o/31_22-Scene-409_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_22-o/31_22-Scene-409_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_22-o/31_22-Scene-409_part1.mp4", "instruction": "Transform the scene into a cinematic, period-style setting by replacing the plain white curtains with rich, golden, ornate drapery featuring intricate patterns and a luxurious sheen. Enhance the background with elaborate, detailed architectural elements and decorative motifs. Change the characters' clothing to traditional period attire: the woman wears a flowing white robe with subtle embroidery, and the man wears a layered blue and gray robe with textured fabric and decorative trim. Upgrade the bedding with dark, luxurious fabrics and ornate patterns. Adjust the lighting to a warm, dramatic, golden glow that highlights the textures and depth of the scene, creating a rich, atmospheric ambiance. Maintain the original camera angle, character positions, and scene composition."}
{"sample_id": "heldout1000_0216", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_04-Scene-182_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_04-o/31_04-Scene-182_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_04-o/31_04-Scene-182_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_04-o/31_04-Scene-182_part1.mp4", "instruction": "Transform the modern, casual indoor setting into a richly decorated, period-style interior with ornate furnishings and ambient lighting. Replace the character's modern blouse with an elaborate traditional garment featuring intricate silver embroidery and deep purple accents. Enhance the hairstyle with additional braided details and decorative elements. Apply dramatic, stylized makeup with defined eyes and subtle color enhancement. Introduce glowing, decorative objects in the background, such as a luminous circular mirror and golden vessels, while maintaining the same camera angle, character pose, and action. Adjust the lighting to be more theatrical and colorful, with a cool purple and blue color grade to create a cinematic, fantasy atmosphere."}
{"sample_id": "heldout1000_0217", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_47-Scene-409_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_47-o/34_47-Scene-409_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_47-o/34_47-Scene-409_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_47-o/34_47-Scene-409_part1.mp4", "instruction": "Enhance the scene with cinematic lighting and color grading, increasing contrast and saturation to create a dramatic, stylized look. Replace the plain background with a soft, diffused white backdrop that suggests a mystical or ethereal environment. Upgrade the clothing to rich, period-style garments with deep green tones and subtle sheen, adding texture and depth to the fabric. Enhance the hair with glossy, voluminous styling and add a delicate, ornate hair accessory to the bun. Introduce a subtle atmospheric haze to deepen the mood, while preserving the original composition, facial expressions, and camera framing. Maintain the intimate close-up shot scale and natural head movements, ensuring the emotional connection between the characters remains central."}
{"sample_id": "heldout1000_0218", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_28-Scene-385_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_28-o/35_28-Scene-385_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_28-o/35_28-Scene-385_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_28-o/35_28-Scene-385_part1.mp4", "instruction": "Enhance the traditional attire and styling to a more elaborate, cinematic version: replace the simple white garment with a rich black robe featuring intricate golden embroidery on the sleeves and collar; upgrade the hairstyle with ornate hairpins adorned with floral patterns and small jade ornaments; replace the minimal earrings with long, multi-tiered earrings combining jade, red beads, and gold; add a prominent gold ring with a red gemstone to the hand; apply more dramatic, period-appropriate makeup with defined eyes and a subtle red lip; maintain the same pose, expression, and camera framing while enriching the lighting to create a deeper, more atmospheric tone with warm highlights and soft shadows, preserving the background elements but enhancing their texture and depth to match the elevated production design."}
{"sample_id": "heldout1000_0219", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_13-Scene-572_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_13-o/31_13-Scene-572_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_13-o/31_13-Scene-572_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_13-o/31_13-Scene-572_part3.mp4", "instruction": "Transform the scene into a richly detailed, period-style cinematic setting. Replace the plain background with an ornate, warm-toned interior featuring traditional wooden lattice windows and glowing ambient light. Enhance the hairstyle by adding intricate braids and a decorative hairpiece that matches the period aesthetic. Replace the simple earrings with elaborate, pink gemstone earrings. Change the clothing to a vibrant, traditional red garment with detailed fabric texture and subtle sheen. Upgrade the handheld mirror to a large, ornate, golden circular mirror with intricate carvings and a glowing, warm light emanating from its surface. Adjust the lighting to be more dramatic and stylized, with soft highlights on the face and a warm, saturated color grade that enhances the fantasy atmosphere. Maintain the same facial expression, pose, and camera framing throughout the sequence."}
{"sample_id": "heldout1000_0220", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_43-Scene-664_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_43-o/34_43-Scene-664_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_43-o/34_43-Scene-664_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_43-o/34_43-Scene-664_part1.mp4", "instruction": "Enhance the scene by replacing the simple black hairpiece with an ornate golden crown featuring a central red gemstone. Upgrade the casual robe to a richly detailed period costume with dark fabric, gold embroidery on the shoulders, and a red inner lining. Transform the neutral, abstract background into a grand interior setting with wooden paneling, circular patterns, and deep red drapery. Add intricate jewelry, including a decorative necklace with a red pendant. Adjust the lighting to dramatic, warm studio illumination with directional highlights and soft shadows to emphasize the regal atmosphere. Maintain the same facial expression, pose, camera angle, and shot scale."}
{"sample_id": "heldout1000_0221", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__8-Scene-1514_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/8-o/8-Scene-1514_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/8-o/8-Scene-1514_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/8-o/8-Scene-1514_part1.mp4", "instruction": "Transform the scene from a minimalist, neutral indoor setting to a dark, ornate, and fantastical environment. Replace the plain, light-colored background with a large, intricately carved, dark metallic structure featuring radial, fan-like patterns with detailed filigree. Enhance the lighting to be dramatic and moody, with deep shadows and subtle highlights emphasizing the texture of the metal. The character's modern, simple attire should be replaced with elaborate, dark fantasy armor with a flowing red cape, and their silhouette should be more defined and imposing. The reflective floor should be upgraded to a polished, dark, stone-like surface with visible ambient reflections. Add atmospheric mist or haze to enhance the sense of depth and mystery. Preserve the character's pose, movement, and camera angle, and maintain the overall composition and shot scale."}
{"sample_id": "heldout1000_0222", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_052651", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0250__ad319d63008095f4442d3b3acdfeb5ce.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0250__ad319d63008095f4442d3b3acdfeb5ce.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0250__ad319d63008095f4442d3b3acdfeb5ce_2.mp4", "instruction": "Reimagine the scene in a stylized Japanese ukiyo-e woodblock print style, with flat color blocks, strong outlines, and a dreamlike, compositional rhythm that draws the eye through the dogs' motion."}
{"sample_id": "heldout1000_0223", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_3-Scene-1117_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_3-o/26_3-Scene-1117_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_3-o/26_3-Scene-1117_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_3-o/26_3-Scene-1117_part1.mp4", "instruction": "Transform the man in the foreground from a human appearance with normal skin tone and casual black jacket into an alien-like character with gray, textured, non-human skin and intricate, dark metallic armor featuring angular shoulder plates and a high collar. Replace the chain-link fence in the background with a barbed wire fence, and add a dark, gritty, dystopian atmosphere with dim, moody lighting and a desaturated color grade. Change the woman in the background from wearing everyday clothing to a form-fitting superhero outfit with a dark, armored design. Keep the same camera angle, shot scale, and character positions, preserving the overall layout and action of the scene."}
{"sample_id": "heldout1000_0224", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_14-Scene-210_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_14-o/24_14-Scene-210_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_14-o/24_14-Scene-210_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_14-o/24_14-Scene-210_part1.mp4", "instruction": "Transform the modern, minimalist interior into a traditional Chinese-style setting with wooden lattice windows and a large painted mural of a blossoming cherry tree on the wall. Replace the simple potted plant with a more ornate, classical ceramic vase. Change the woman's casual blue t-shirt into an elaborate pink traditional dress with intricate gold embroidery and a decorative hairpiece. Update the man's modern outfit to a dark, textured traditional Chinese robe with layered sleeves and a sash. Replace the plain cardboard box and everyday tableware with ornate red lacquered boxes and a traditional black tea set. Enhance the lighting to create a warm, dramatic atmosphere with soft shadows and rich color grading, emphasizing the textures of the clothing and wooden furniture. Maintain the same camera angle, character positions, and actions throughout the sequence."}
{"sample_id": "heldout1000_0225", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_011628", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__food__3753723_ba_tik.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__food__3753723_ba_tik.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__food__food__3753723_ba_tik_2.mp4", "instruction": "Render the scene in a surreal, liquid mercury aesthetic where the man’s face and hair ripple like molten metal, the background shimmers like a mirror, and the lighting reflects in liquid waves."}
{"sample_id": "heldout1000_0226", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_55-Scene-577_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_55-o/33_55-Scene-577_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_55-o/33_55-Scene-577_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_55-o/33_55-Scene-577_part1.mp4", "instruction": "Transform the modern indoor setting into an ornate traditional Chinese courtyard with wooden architecture, tiled roofs, and hanging lanterns. Replace the casual clothing with flowing traditional robes in soft pastel tones, featuring intricate embroidery and sashes. Add elaborate headpieces and hair ornaments to each character, consistent with historical or fantasy styling. Replace the modern ceiling lights with warm, glowing paper lanterns suspended from the eaves. Introduce soft, diffused natural lighting with a cool blue tint to enhance the serene, cinematic atmosphere. Maintain the original character positions, expressions, and group composition while upgrading materials to silk and fine fabrics, and enrich the background with detailed woodwork and traditional drapery."}
{"sample_id": "heldout1000_0227", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_33-Scene-300_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_33-o/34_33-Scene-300_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_33-o/34_33-Scene-300_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_33-o/34_33-Scene-300_part1.mp4", "instruction": "Transform the scene into a cinematic historical period setting. Replace the blue plastic hanging structure with a weathered wooden gallows made of thick logs and rope. Upgrade the character in the foreground wearing a white robe and red scarf to a warrior in ornate golden armor with a deep red cape, and change the character in the white robe to a nobleman in a long black robe with a wide belt. Replace the casual modern clothing of the background figures with detailed period armor and robes. Replace the small campfire with a large, flickering brazier with intense flames. Add armored soldiers in full metallic gear standing in formation in the background. Replace the simple outdoor shelters with authentic-looking military tents and banners. Introduce a dark, moody atmosphere with overcast lighting and subtle mist. Enhance the ground texture to appear muddy and worn. Keep the same camera motion, shot scale, and character positions."}
{"sample_id": "heldout1000_0228", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_050700", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0225__9a4d6321c719c37376c9edbe512700a6.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0225__9a4d6321c719c37376c9edbe512700a6.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0225__9a4d6321c719c37376c9edbe512700a6_1.mp4", "instruction": "Transform the entire video into a surreal food still life in the style of a 17th-century Dutch masterpiece, with dramatic chiaroscuro lighting and hyper-realistic textures that elevate the vegetables to sacred relics."}
{"sample_id": "heldout1000_0229", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_048055", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0215__9168ffa0be7953a9b169944cb745b293.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0215__9168ffa0be7953a9b169944cb745b293.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0215__9168ffa0be7953a9b169944cb745b293_1.mp4", "instruction": "Render the city street in a neon-drenched, cyberpunk festival style with glowing signs, rain reflections, and holographic advertisements."}
{"sample_id": "heldout1000_0230", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_057471", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0308__d95424970fb6b814a218f44234026227.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0308__d95424970fb6b814a218f44234026227.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0308__d95424970fb6b814a218f44234026227_1.mp4", "instruction": "Reimagine the classroom as a whimsical, storybook world where the desks are made of giant books and the teacher is a wise owl with a magnifying glass, lecturing on floating pages."}
{"sample_id": "heldout1000_0231", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_059839", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__park__8551453_kindel_media.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__park__8551453_kindel_media.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__park__8551453_kindel_media_3.mp4", "instruction": "Blend it into a futuristic sci-fi setting by applying the appearance of a female astronaut with long dark hair, wearing a sleek yellow and white spacesuit with detailed harnesses and metallic accents, rendered in a highly realistic and photorealistic style."}
{"sample_id": "heldout1000_0232", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_34-Scene-383_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_34-o/32_34-Scene-383_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_34-o/32_34-Scene-383_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_34-o/32_34-Scene-383_part1.mp4", "instruction": "Transform the scene into a cinematic, stylized bedroom environment by replacing the blurry foreground object with a vibrant, detailed purple flower with white accents, enhancing its visual prominence. Replace the patterned background with a soft, textured gray wall to create a more atmospheric and elegant setting. Upgrade the bedding to feature a rich, ornate blue and gold patterned fabric with visible sheen, suggesting luxurious materials. Apply dramatic, moody lighting with warm highlights and deep shadows to emphasize depth and texture, while maintaining the soft focus on the foreground. Enhance the overall sharpness and color grading to achieve a polished, high-end aesthetic, preserving the original composition, camera motion, and scene layout."}
{"sample_id": "heldout1000_0233", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_17-Scene-465_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_17-o/34_17-Scene-465_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_17-o/34_17-Scene-465_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_17-o/34_17-Scene-465_part1.mp4", "instruction": "Transform the modern, casual setting into an ornate, stylized period environment with soft, diffused lighting and floral elements in the background. Replace the contemporary denim jacket and white t-shirt with traditional, flowing off-white robes featuring delicate floral embroidery and orange trim. Convert the simple, modern hairstyle with headphones into an intricate, symmetrical updo adorned with golden floral hairpins. Remove the modern headphones and replace them with traditional hair accessories. Adjust the color palette from muted, everyday tones to soft, vibrant hues with a warm, cinematic color grade. Maintain the same camera motion, shot scale, and character positioning while enhancing the atmosphere with a dreamy, ethereal quality."}
{"sample_id": "heldout1000_0234", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_13-Scene-383_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_13-o/39_13-Scene-383_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_13-o/39_13-Scene-383_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_13-o/39_13-Scene-383_part2.mp4", "instruction": "Transform the modern casual attire into an ornate traditional green robe with golden embroidery on the shoulders and sleeves, and add a colorful sash. Replace the simple silver hoop earrings with elaborate golden hairpins and a decorative headpiece featuring intricate patterns and a central golden ornament. Change the background from a simple home altar to a grand, dimly lit traditional interior with wooden lattice windows, dark wood shelves, and ceremonial fabrics. Replace the modern candles with glowing incense sticks and add a warm, flickering candlelight effect. Enhance the lighting to be more dramatic and atmospheric, with soft golden highlights and deep shadows, emphasizing the ceremonial mood. Maintain the same camera angle, subject position, and action of lighting the incense sticks."}
{"sample_id": "heldout1000_0235", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_24-Scene-127_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_24-o/38_24-Scene-127_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_24-o/38_24-Scene-127_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_24-o/38_24-Scene-127_part1.mp4", "instruction": "Replace the plain white background wall with a detailed, aged parchment-style map depicting mountainous terrain and ancient architecture, framed by traditional wooden lattice windows. Enhance the lighting to create a warm, dramatic ambiance with soft directional light casting subtle shadows, emphasizing the characters' facial expressions and clothing textures. Upgrade the characters' attire by adding intricate, period-accurate embroidery and patterns to their robes, particularly on the sleeves and sashes, and enrich the fabric with a slightly sheened, high-quality material appearance. Add subtle atmospheric haze to the scene to deepen the sense of historical depth and grandeur, while preserving the original character positions, camera angle, and overall composition."}
{"sample_id": "heldout1000_0236", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_14-Scene-049_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_14-o/39_14-Scene-049_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_14-o/39_14-Scene-049_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_14-o/39_14-Scene-049_part1.mp4", "instruction": "Enhance the headpiece by replacing the simple green circular ornaments with ornate, golden, intricately patterned discs, and extend the tassels to longer, rich golden-yellow ribbons. Upgrade the costume by replacing the plain striped collar with a vibrant blue traditional garment featuring a white and yellow trim collar. Apply a warm, cinematic color grade with richer saturation and contrast, enhancing skin tones and costume details. Maintain the same facial expression, head position, and camera framing. Preserve the background geometry and lighting direction, but enrich the overall atmosphere with deeper shadows and more defined highlights to create a grand, period-appropriate aesthetic."}
{"sample_id": "heldout1000_0237", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_15-Scene-343_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_15-o/35_15-Scene-343_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_15-o/35_15-Scene-343_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_15-o/35_15-Scene-343_part1.mp4", "instruction": "Transform the scene into a richly detailed, cinematic period setting. Replace the plain, neutral-colored wall background with an ornate, traditional Chinese-style backdrop featuring golden floral patterns on a beige silk curtain, topped with dark brown drapery. Change the central figure's plain white blouse and gray skirt into an elaborate black traditional robe with intricate white floral embroidery and red accents. Add a long, beaded necklace with green and red beads. Style her hair with traditional black hairpins and a decorative hairpiece. Enhance the lighting to create a warm, dramatic atmosphere with soft shadows and golden highlights. Keep the two side figures in their light green traditional attire, and maintain the same table layout with wooden blocks, preserving the original composition, camera angle, and character positions."}
{"sample_id": "heldout1000_0238", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_17-Scene-025_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_17-o/31_17-Scene-025_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_17-o/31_17-Scene-025_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_17-o/31_17-Scene-025_part1.mp4", "instruction": "Transform the modern, casual attire of the male character into an ornate, traditional robe with intricate light blue patterns and a white collar, and replace the female character's simple clothing with a richly detailed yellow traditional dress. Add elaborate, period-appropriate headwear to both characters, including a decorative hairpiece for the male and an ornate updo with accessories for the female. Replace the plain, neutral indoor background with a traditional wooden interior featuring a lattice screen and patterned red drapery. Enhance the lighting to create a warm, cinematic atmosphere with soft shadows and rich color grading. Apply dramatic, stylized makeup with defined eyes and subtle color accents, while preserving the original camera angle, character positions, and facial expressions."}
{"sample_id": "heldout1000_0239", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_11-Scene-478_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_11-o/32_11-Scene-478_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_11-o/32_11-Scene-478_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_11-o/32_11-Scene-478_part2.mp4", "instruction": "Transform the modern casual setting into a historical East Asian marketplace. Replace the denim shirt with a flowing white traditional robe with soft folds and subtle embroidery. Change the modern white headphones into ornate silver hairpins and long dangling earrings. Replace the blurred park background with a bustling market scene featuring wooden stalls, hanging lanterns, and stone architecture. Adjust the lighting to be softer and more diffused, with warm ambient tones and subtle backlighting from lanterns. Replace the modern street elements with period-appropriate props such as woven baskets, clay jars, and wooden carts. Maintain the subject's facial expression, pose, and camera framing while enhancing the overall atmosphere with richer textures, deeper color grading, and a cinematic depth of field."}
{"sample_id": "heldout1000_0240", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_45-Scene-302_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_45-o/32_45-Scene-302_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_45-o/32_45-Scene-302_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_45-o/32_45-Scene-302_part1.mp4", "instruction": "Replace the simple black hair accessory on the character's head with an ornate, golden crown featuring intricate filigree and a central gem. Transform the plain gray modern shirt into a richly patterned, golden-yellow traditional robe with detailed embroidery and layered fabric. Replace the neutral, minimalist background with an elaborate, opulent interior featuring warm-toned wooden architecture, decorative beams, and soft ambient lighting. Enhance the lighting to be more dramatic with warm highlights and soft shadows, emphasizing the character's facial features and costume textures. Add subtle atmospheric haze to deepen the scene's richness and grandeur. Maintain the character's pose, facial expression, and camera framing exactly as in the source."}
{"sample_id": "heldout1000_0241", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_13-Scene-269_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_13-o/32_13-Scene-269_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_13-o/32_13-Scene-269_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_13-o/32_13-Scene-269_part1.mp4", "instruction": "Enhance the scene to a cinematic, period-fantasy style: replace the plain, neutral background with a softly blurred, warm-toned interior setting suggestive of an ancient hall or palace, with ambient golden lighting and subtle architectural details. Elevate the hairstyle to a more elaborate, high-fantasy look by adding a top-knot or intricate updo while preserving the long, flowing hair. Upgrade the clothing to a rich, dark-toned traditional robe with visible textured fabric and subtle pattern details, replacing the simple modern shirt. Apply dramatic, stylized lighting with warm highlights and deep shadows to enhance facial contours and create a moody, atmospheric effect. Maintain the subject's pose, facial expression, and camera framing exactly as in the source."}
{"sample_id": "heldout1000_0242", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_35-Scene-557_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-557_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-557_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_35-o/32_35-Scene-557_part1.mp4", "instruction": "Enhance the scene with dramatic, high-contrast lighting that emphasizes facial features and creates deep shadows, replacing the soft, natural daylight with a moody, cinematic ambiance. Replace the indistinct, neutral background with a dark, textured surface resembling polished wood or stone, adding depth and a sense of grandeur. Intensify the color grading by increasing saturation and contrast to achieve a stylized, rich tone with cool undertones. Add a subtle, elegant earring to the visible ear, enhancing the character's refined appearance. Style the hair with a delicate, ornate hairpin on the right side, introducing a period or fantasy aesthetic. Maintain the same facial expressions, head position, and camera framing, preserving the original layout and identity. Keep the white shirt but enhance its material appearance to look more luxurious and structured, with refined fabric details. Ensure the entire scene retains its close-up shot scale and emotional intensity while elevating the visual production quality."}
{"sample_id": "heldout1000_0243", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_004702", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0029__13115573fb2c46baec1a144be7fdbdd3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0029__13115573fb2c46baec1a144be7fdbdd3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0029__13115573fb2c46baec1a144be7fdbdd3_2.mp4", "instruction": "Reimagine the scene in a high-contrast, neon-drenched cyberpunk aesthetic with glowing party hats, electric-blue phone screens, and shimmering digital particle effects."}
{"sample_id": "heldout1000_0244", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_055271", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0281__c4b56c2660885c3ee1bc26d1ada71514.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0281__c4b56c2660885c3ee1bc26d1ada71514.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0281__c4b56c2660885c3ee1bc26d1ada71514_1.mp4", "instruction": "Render the leaves in a dynamic, abstract expressionist style where the colors bleed and swirl like paint on canvas, and the breeze is a visible force of motion."}
{"sample_id": "heldout1000_0245", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_17-Scene-319_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_17-o/39_17-Scene-319_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_17-o/39_17-Scene-319_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_17-o/39_17-Scene-319_part2.mp4", "instruction": "Transform the modern interior setting into an ornate, traditional Chinese palace interior with rich wooden paneling, decorative shelves, and period-appropriate furnishings. Replace the simple household items on the shelves with traditional Chinese vases and ceremonial objects. Upgrade the woman's contemporary accessories to an elaborate headdress adorned with golden ornaments and intricate hairpins. Change her modern casual clothing to a detailed, period-accurate traditional Chinese robe with gold embroidery and layered fabric. Replace the blue object she holds with a decorative, patterned ceramic vase. Enhance the man's attire with traditional Chinese court garments, including a detailed hat with ornate carvings. Adjust the lighting to dramatic, stylized illumination with warm, ambient tones and soft highlights to emphasize the richness of the materials and textures. Maintain the original camera framing, character positions, and expressions while enhancing the overall atmosphere with a cinematic, historical aesthetic."}
{"sample_id": "heldout1000_0246", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_08-Scene-415_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_08-o/38_08-Scene-415_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_08-o/38_08-Scene-415_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_08-o/38_08-Scene-415_part1.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style. Replace the plain, blurred background with a rich, textured dark green curtain to suggest an ancient or noble interior. Upgrade the character's hair accessory: replace the simple black hairpin with an ornate, metallic hair ornament featuring intricate patterns, positioned at the top of the bun. Enhance the clothing: transform the modern black-and-white collared top into a traditional, dark-toned robe with detailed embroidery and a high collar, while preserving the white inner collar. Apply dramatic, soft lighting with a cool color grade to create depth and mood, emphasizing the character's eyes and facial features. Maintain the same camera angle, framing, and character pose, preserving the interaction with the partially visible figure in the foreground."}
{"sample_id": "heldout1000_0247", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_015391", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__graffiti__4882801_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__graffiti__4882801_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__hobby__graffiti__4882801_cottonbro_studio_1.mp4", "instruction": "Transform the entire video into a surreal, oil-painted dream sequence with thick brushstrokes, swirling textures, and a muted palette of sepia and moss green, evoking a forgotten memory."}
{"sample_id": "heldout1000_0248", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_12-Scene-157_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_12-o/31_12-Scene-157_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_12-o/31_12-Scene-157_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_12-o/31_12-Scene-157_part1.mp4", "instruction": "Replace the clear protective eyewear with an ornate, bronze-colored mask featuring intricate floral and scrollwork patterns that covers the upper half of the face. Change the natural brown hair to bright, silvery-white hair styled in an elegant updo. Replace the plain blue shirt with a richly detailed traditional garment in deep purple and lavender with embroidered patterns. Transform the simple, neutral background into a traditional East Asian architectural setting with dark wooden lattice windows and soft, diffused lighting. Enhance the overall atmosphere with warm, cinematic color grading, richer textures, and a more dramatic, stylized appearance while preserving the subject's facial expression, head position, and camera framing."}
{"sample_id": "heldout1000_0249", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_20-Scene-488_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_20-o/33_20-Scene-488_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_20-o/33_20-Scene-488_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_20-o/33_20-Scene-488_part1.mp4", "instruction": "Transform the character's appearance to a period fantasy style: replace the modern hairstyle with long, dark, slicked-back hair tied in a traditional topknot with a decorative hairpin. Enhance the skin tone with a more ethereal, porcelain-like finish and add subtle, dramatic makeup with defined brows and darkened eyes to convey intensity. Replace the modern, casual clothing with a flowing, light-colored traditional robe with intricate fabric texture and subtle embroidery. Maintain the same facial expression, head position, and camera framing. Enhance the background with a moody, atmospheric mist or fog, deepening the cool blue color grading to create a mystical, cinematic ambiance. Preserve the character's identity, action, and shot scale while upgrading the visual production design to match a high-cost fantasy setting."}
{"sample_id": "heldout1000_0250", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_32-Scene-676_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_32-o/34_32-Scene-676_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_32-o/34_32-Scene-676_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_32-o/34_32-Scene-676_part2.mp4", "instruction": "Transform the modern casual attire of the woman into a traditional Chinese-style hanfu with cream-colored sleeves, a red sash, and a floral hair accessory, while keeping her pose and position unchanged. Replace the man in the center's modern yellow robe with a flowing light-blue traditional robe with wide sleeves and a black hairpin, maintaining his posture and hand gesture. Keep the man on the right in his dark blue traditional outfit with armor details and replace his modern sword with a traditional red-and-gold hilted sword. Replace the contemporary interior background with a traditional Chinese room featuring wooden lattice windows, bamboo blinds, a thatched roof, and stone flooring. Add natural sunlight streaming through the lattice windows, creating soft shadows and a warm, atmospheric lighting. Retain the original camera angle, character positions, and scene layout. Enhance the overall color grading to a muted, cinematic tone with rich textures in fabrics and materials."}
{"sample_id": "heldout1000_0251", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_067944", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__scenery__wilderness__9640706_ivan_samkov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__scenery__wilderness__9640706_ivan_samkov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__wilderness__9640706_ivan_samkov_3.mp4", "instruction": "Recreate it as a futuristic android with sleek, metallic surfaces and glowing accents, depicted in a high-contrast, monochromatic artistic style."}
{"sample_id": "heldout1000_0252", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_17-Scene-140_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_17-o/31_17-Scene-140_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_17-o/31_17-Scene-140_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_17-o/31_17-Scene-140_part1.mp4", "instruction": "Transform the modern interior into a traditional Chinese-style setting by replacing the contemporary furniture with ornate wooden furniture featuring carved details. Replace the plain curtains with rich, deep red patterned drapes with golden accents. Add intricate lattice and wooden paneling to the background walls, including a decorative overhead beam structure. Replace the plain tablecloth with a luxurious red patterned fabric. Replace the modern lamp with a traditional candle on a decorative stand. Add decorative elements such as vases and potted plants on shelves and side tables. Enhance the lighting to create a warm, atmospheric glow with soft shadows, and apply rich color grading to emphasize deep reds, golds, and warm tones. Maintain the same character positions, actions, and camera motion while upgrading the materials, textures, and overall production design to a cinematic, period-appropriate style."}
{"sample_id": "heldout1000_0253", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_42-Scene-279_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_42-o/32_42-Scene-279_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_42-o/32_42-Scene-279_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_42-o/32_42-Scene-279_part2.mp4", "instruction": "Transform the modern, casual attire into traditional, ornate clothing: replace the plain white shirt with a richly textured, dark green silk robe featuring intricate golden floral patterns. Enhance the bedding with luxurious, patterned fabrics matching the robe's design. Upgrade the background elements to include ornate, period-appropriate decor, such as a detailed red wall panel with gold accents. Adjust the lighting to be more dramatic and cinematic, with soft, directional highlights emphasizing the textures of the silk and the depth of the scene. Maintain the same camera angle, shot scale, and character positioning, preserving the original layout and identity. Add atmospheric depth with subtle shadows and a warmer, more saturated color grade to evoke a historical or fantasy setting."}
{"sample_id": "heldout1000_0254", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_4-Scene-0446_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_4-o/26_4-Scene-0446_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_4-o/26_4-Scene-0446_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_4-o/26_4-Scene-0446_part2.mp4", "instruction": "Transform the scene from a bright, natural daytime setting with a clean white fence and green foliage into a gritty, cinematic military camp environment. Replace the casual clothing of the man with a weathered military uniform, adding visible dirt and wear to his face and hair. Change the background behind the fence to show a row of canvas tents and soldiers in uniform, positioned in a dense, overgrown outdoor area. Alter the fence to appear aged and weathered, with peeling white paint and darkened metal bars, and replace the 'Private Property' sign with a more worn, military-style sign. Adjust the lighting to be dimmer and more dramatic, with a desaturated, sepia-toned color grade to enhance the somber, war-torn atmosphere. Maintain the same camera angle, framing, and subject position, preserving the man's expression and gaze direction. Add subtle atmospheric haze and depth to the background to emphasize the military setting."}
{"sample_id": "heldout1000_0255", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_21-Scene-456_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_21-o/32_21-Scene-456_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_21-o/32_21-Scene-456_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_21-o/32_21-Scene-456_part1.mp4", "instruction": "Transform the scene into a historical Chinese period setting. Replace the modern clothing with traditional Hanfu attire: the person on the left wears a light yellow robe with intricate embroidery, and the person on the right wears a flowing white and pale green dress with long sleeves and a high collar. Remove modern masks and replace them with traditional hairstyles and hair accessories, including a delicate hairpin for the woman. Replace the modern, abstract background with an ornate ancient Chinese interior featuring wooden lattice windows, hanging lanterns, and stone pillars. Add warm, soft lighting from paper lanterns to create a moody, cinematic atmosphere. Enhance the materials to show rich silk textures and polished wood. Keep the same camera motion, shot scale, and character positions. The person on the right holds a traditional musical instrument (like a guqin or zither) instead of a modern prop. The person on the left is shirtless, revealing a small red tattoo on the chest, consistent with the period aesthetic. Maintain the overall composition and action flow."}
{"sample_id": "heldout1000_0256", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_34-Scene-034_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_34-o/35_34-Scene-034_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_34-o/35_34-Scene-034_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_34-o/35_34-Scene-034_part1.mp4", "instruction": "Replace the modern blue t-shirt with a traditional dark blue Qing dynasty-style robe featuring a high collar and intricate fabric texture. Change the beige conical hat to a vibrant red ceremonial hat with a white fur trim and a golden finial on top. Keep the same facial expression, head position, and camera framing. Enhance the background to a solid deep red wall, evoking a historical palace setting. Maintain the visible yellow cylindrical prop in the foreground, preserving its position and appearance. Apply rich color grading with warm tones and increased contrast to enhance the cinematic atmosphere, while preserving the original shot scale and timing."}
{"sample_id": "heldout1000_0257", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_007104", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0055__23fde47a0b6279f19dce970031478052.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0055__23fde47a0b6279f19dce970031478052.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0055__23fde47a0b6279f19dce970031478052_2.mp4", "instruction": "Transform the scene into a dreamlike, double-exposure photographic style where the tree and building overlap like memories layered over one another."}
{"sample_id": "heldout1000_0258", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_03-Scene-409_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_03-o/32_03-Scene-409_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_03-o/32_03-Scene-409_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_03-o/32_03-Scene-409_part1.mp4", "instruction": "Replace the simple head covering with an ornate red ceremonial hat featuring intricate golden embroidery and tassels. Change the modern casual attire to a richly detailed traditional red and gold ceremonial robe with layered fabric and decorative patterns. Add elaborate dangling earrings with red gemstones and gold accents. Transform the neutral background into a vibrant, culturally rich setting with other individuals in traditional attire, including a person in a light green and white robe visible in the background. Enhance the lighting to be more dramatic and cinematic, with warm, directional highlights emphasizing the textures and details of the costume and hat. Add depth and atmosphere with soft focus and color grading that enhances the reds and golds, creating a regal and ceremonial mood. Keep the subject's pose, facial expression, and camera angle unchanged."}
{"sample_id": "heldout1000_0259", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_38-Scene-540_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_38-o/32_38-Scene-540_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_38-o/32_38-Scene-540_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_38-o/32_38-Scene-540_part1.mp4", "instruction": "Transform the woman's appearance into a male character with a refined, period-appropriate look: replace her face with a male face featuring sharp jawline, defined cheekbones, and intense eyes; maintain the same high-top bun hairstyle but enhance it with glossy, dark hair and a subtle hairpin; update the clothing to a layered, textured traditional robe with a dark inner collar and a light gray, woven outer vest; enhance the lighting to be more dramatic and cinematic with soft rim lighting on the face and hair, creating depth and contrast; preserve the blurred natural background but enrich it with deeper greens and earthy tones to suggest a lush, ancient forest setting; ensure the camera angle, shot scale, and composition remain unchanged."}
{"sample_id": "heldout1000_0260", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_019516", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__5028016_pavel_danilyuk.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__5028016_pavel_danilyuk.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__art__danceperformance__5028016_pavel_danilyuk_2.mp4", "instruction": "Transform the scene into a cinematic romance film aesthetic, where the lighting is golden-hour filtered, the frame is slightly warped like an old lens, and the embrace is enhanced with a dreamy lens flare."}
{"sample_id": "heldout1000_0261", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_26-Scene-418_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_26-o/32_26-Scene-418_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_26-o/32_26-Scene-418_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_26-o/32_26-Scene-418_part3.mp4", "instruction": "Transform the modern casual attire into traditional East Asian period clothing, replacing the light blue shirt with a flowing white robe accented with soft pink trim. Add delicate, ornate earrings to complement the historical style. Replace the simple outdoor park background with a dimly lit, atmospheric interior featuring stone walls and soft ambient lighting, possibly from candles or lanterns. Enhance the lighting to create a dramatic, moody effect with soft shadows and a cool color grade. Introduce subtle visual effects such as faint glowing particles or ethereal light trails in the background to enhance the cinematic atmosphere. Maintain the character's pose, facial expression, and camera framing while upgrading the visual quality and production design to a high-cost cinematic standard."}
{"sample_id": "heldout1000_0262", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_045787", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__modelmaking__7614198_tima_miroshnichenko.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__modelmaking__7614198_tima_miroshnichenko.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__modelmaking__7614198_tima_miroshnichenko_3.mp4", "instruction": "Illustrate it as a robot with glowing orange eyes, a metallic white face showing signs of wear and tear, and a futuristic design reminiscent of advanced cybernetic technology."}
{"sample_id": "heldout1000_0263", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_051814", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0238__a2c3411b7ed38b7d0d2b768b55ec9ded.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0238__a2c3411b7ed38b7d0d2b768b55ec9ded.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0238__a2c3411b7ed38b7d0d2b768b55ec9ded_2.mp4", "instruction": "Transform the scene into a surreal, dream logic classroom where the tables float and the children are made of clay, slowly melting and reforming."}
{"sample_id": "heldout1000_0264", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_10-Scene-066_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_10-o/32_10-Scene-066_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_10-o/32_10-Scene-066_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_10-o/32_10-Scene-066_part1.mp4", "instruction": "Transform the modern, casual setting into a traditional Chinese architectural environment with wooden lattice screens and tiled roofs visible in the background. Replace the modern clothing with elaborate traditional Chinese garments: the central woman wears a pale yellow robe with intricate embroidery and a decorative hairpin, while the man to her right wears a layered blue and white robe with a topknot. Add ornate headdresses and hair accessories to all characters, including the woman on the left in a turquoise robe with gold patterns. Enhance the lighting to a soft, diffused natural light typical of historical dramas, with subtle shadows and warm tones. Introduce atmospheric depth with a slightly hazy, outdoor ambiance. Maintain the same character positions, camera angle, and shot scale, preserving the original layout and actions."}
{"sample_id": "heldout1000_0265", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_051090", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0183__7a49d249996c253c76ba7298f8831d5d.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0183__7a49d249996c253c76ba7298f8831d5d.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0183__7a49d249996c253c76ba7298f8831d5d_1.mp4", "instruction": "Apply a vibrant, cultural embroidery style with intricate thread patterns, hand-stitched textures, and warm, earthy tones that make the craft feel like a living tapestry."}
{"sample_id": "heldout1000_0266", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_20-Scene-309_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_20-o/35_20-Scene-309_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_20-o/35_20-Scene-309_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_20-o/35_20-Scene-309_part1.mp4", "instruction": "Transform the modern, casual attire into an ornate, traditional Qing dynasty-style dress with intricate floral embroidery in dark purple and black, featuring a high collar and detailed sleeves. Replace the simple white blouse with this richly patterned garment. Upgrade the hairstyle from a loose, natural look with a black bow headband to an elaborate, formal updo with decorative hairpins and floral ornaments. Enhance the earrings from simple dangling white pieces to more elaborate, jewel-encrusted designs matching the period style. Replace the blurred, neutral background with a dimly lit, grand palace interior featuring traditional wooden architecture, warm ambient lighting, and soft shadows to create a cinematic, historical atmosphere. Maintain the subject's facial expression, pose, and camera framing while enhancing lighting to emphasize depth and texture in the costume and hair accessories."}
{"sample_id": "heldout1000_0267", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_06-Scene-632_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_06-o/34_06-Scene-632_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_06-o/34_06-Scene-632_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_06-o/34_06-Scene-632_part3.mp4", "instruction": "Transform the scene from a modern, casual indoor setting to a fantastical, ethereal historical environment. Replace the characters' modern clothing with elaborate, flowing historical-style garments in soft, light colors. Change the background to feature a mystical landscape with stylized mountains and clouds visible through the circular window. Enhance the lighting to create a warm, magical glow, especially around the candle, which now emits a soft, golden radiance. Add intricate, ornate details to the furniture and architecture, including traditional lattice windows and decorative patterns on the walls. Style the characters' hair with traditional updos and accessories to match the period aesthetic. Maintain the same camera framing, shot scale, and character positions, preserving the interaction and layout while elevating the atmosphere to a cinematic, otherworldly realm."}
{"sample_id": "heldout1000_0268", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_16-Scene-389_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_16-o/38_16-Scene-389_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_16-o/38_16-Scene-389_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_16-o/38_16-Scene-389_part1.mp4", "instruction": "Transform the scene from a modern, mundane courtyard setting to a mystical icy cave environment. Replace the bright, natural daylight with dim, atmospheric lighting featuring a warm, flickering glow emanating from the stone lantern. Change the background to a cavernous ice cave with jagged stalactites, frost-covered rock formations, and a cold, blue-tinged atmosphere. Enhance the characters' traditional attire with richer textures and subtle sheen, and add intricate details to their hairstyles and accessories. Replace the simple yellow lantern with a weathered stone lantern that emits a soft, supernatural light. Maintain the same character positions, actions, and camera framing, preserving the original layout and timing. Add a subtle mist or frost effect to the ground and air to enhance the cold, otherworldly ambiance."}
{"sample_id": "heldout1000_0269", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_23-Scene-467_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_23-o/31_23-Scene-467_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_23-o/31_23-Scene-467_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_23-o/31_23-Scene-467_part1.mp4", "instruction": "Enhance the scene with cinematic visual effects: replace the plain, dark background with a mysterious, dimly lit environment featuring glowing blue and red ambient light sources, possibly from futuristic or magical devices. Introduce subtle glowing effects around the character's eyes and mouth, and add a faint red light streak across the forehead in later frames. Upgrade the clothing to a more elaborate, fantasy-style garment with intricate textures and shimmering details, particularly visible on the shoulder and collar. Enhance the lighting to be dramatic and moody, with high contrast and directional highlights emphasizing the character's facial features. Apply a cool, saturated color grade with deep blues and purples to create an otherworldly atmosphere. Maintain the character's identity, expression, and camera motion, while adding fantastical elements that align with the existing visual carriers such as the dark background, the character's hair, and the visible clothing textures."}
{"sample_id": "heldout1000_0270", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_07-Scene-431_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_07-o/39_07-Scene-431_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_07-o/39_07-Scene-431_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_07-o/39_07-Scene-431_part2.mp4", "instruction": "Transform the scene into a period-style cinematic setting: replace the plain white curtain with an ornate, dark wooden lattice window that casts intricate light patterns; replace the character's simple hairstyle with an elaborate updo adorned with a delicate, jeweled crown; change the casual clothing into a richly colored traditional robe with yellow and blue silk layers and intricate embroidery; replace the neutral-toned walls with floral-patterned wallpaper featuring purple and gold motifs; enhance the lighting to be more dramatic and moody, with soft, directional light filtering through the lattice window, creating deep shadows and a warm, atmospheric glow; preserve the character's pose, bed layout, and camera position while adding period-appropriate decor such as a carved wooden screen beside the bed."}
{"sample_id": "heldout1000_0271", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_41-Scene-170_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_41-o/32_41-Scene-170_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_41-o/32_41-Scene-170_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_41-o/32_41-Scene-170_part3.mp4", "instruction": "Transform the modern bedroom into a grand, traditional Chinese palace chamber. Replace the simple modern lamp with an ornate golden candelabra holding multiple lit candles. Replace the plain white wall decoration with a large, intricately carved golden dragon head. Change the contemporary bed canopy into an elaborate, flowing silk canopy with traditional patterns. Replace the solid-colored bedding with richly patterned, luxurious brocade sheets and pillows. Update the standing woman’s casual blue top and jeans into a flowing, layered traditional Chinese robe with soft pastel hues and elegant sashes. Update the lying man’s white shirt and jeans into a detailed, dark brocade robe with intricate embroidery. Replace the modern white chair and table with ornate, dark wooden furniture with golden accents. Add golden decorative elements to the room’s architecture, including the window frames and baseboards. Enhance the lighting to create a warm, atmospheric glow with soft shadows, emphasizing the richness of the materials and the grandeur of the setting. Maintain the same camera angle, character positions, and actions throughout the transformation."}
{"sample_id": "heldout1000_0272", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_22-Scene-245_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_22-o/32_22-Scene-245_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_22-o/32_22-Scene-245_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_22-o/32_22-Scene-245_part2.mp4", "instruction": "Transform the modern, minimalist living space into an ornate, traditional Chinese-style palace interior. Replace the neutral-colored walls with rich red and dark wood paneling, and add intricate lattice windows and decorative beams. Replace the simple drapes with elaborate, flowing pink and white silk curtains adorned with tassels and floral patterns. Replace the modern furniture with traditional wooden furniture, including low tables and benches, and add golden statues and ornate vases as decorative elements. Replace the modern lighting with warm, ambient candlelight and hanging lanterns, enhancing the atmospheric glow. Replace the casual clothing of the characters with elaborate traditional Chinese attire—long flowing robes in deep blue and white with intricate embroidery. Add hanging ornaments and floral arrangements to the space, and replace the plain flooring with polished wooden planks. Introduce rich textures and materials such as silk, gold leaf, and lacquered wood throughout the scene. Maintain the original layout, character positions, and camera perspective, while enhancing the overall opulence and cultural richness to create a grand, cinematic atmosphere."}
{"sample_id": "heldout1000_0273", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_5-Scene-0904_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_5-o/26_5-Scene-0904_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_5-o/26_5-Scene-0904_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_5-o/26_5-Scene-0904_part2.mp4", "instruction": "Transform the ordinary indoor setting into a grand, cinematic hall by replacing the plain carpet with an ornate patterned floor featuring a large circular rug with intricate blue and gold designs. Upgrade the simple staircase with elaborate dark metal railings and deep blue carpeted steps. Replace the modest artwork on the wall with a large, detailed historical painting depicting a crowd scene. Enhance the lighting to be more dramatic and moody, with soft ambient light and subtle shadows, creating a rich, atmospheric tone. Upgrade the characters' clothing: change casual attire to formal suits and tailored outfits, maintaining their identities and poses. Add subtle period-appropriate details to the background, such as refined wall paneling and elegant door frames, while preserving the original camera angle, character positions, and scene layout. Introduce a sense of grandeur and depth through enhanced color grading with deeper, more saturated tones, especially in the blues and golds, and add a slight haze to the atmosphere for cinematic depth."}
{"sample_id": "heldout1000_0274", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_27-Scene-434_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_27-o/39_27-Scene-434_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_27-o/39_27-Scene-434_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_27-o/39_27-Scene-434_part1.mp4", "instruction": "Transform the modern, neutral indoor setting into an ornate, period-style interior with richly patterned golden and purple floral wallpaper and dark wooden paneling. Replace the simple VR headset with an elaborate traditional black hairpiece adorned with a large, sparkling gemstone and dangling crystal tassels. Upgrade the plain white blouse to an intricately embroidered traditional robe with delicate floral patterns in soft lavender and gold, maintaining the same collar style and sleeve structure. Enhance the lighting to be warm, dramatic, and cinematic, with soft golden highlights and deep shadows to emphasize the luxurious textures and atmosphere. Keep the subject's pose, facial expression, and camera framing unchanged, preserving the original shot scale and timing."}
{"sample_id": "heldout1000_0275", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_067566", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__drinking__9565646_mart__production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__drinking__9565646_mart__production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__drinking__9565646_mart__production_2.mp4", "instruction": "Make it look like a futuristic android with glowing blue eyes, long flowing blue hair, and a sleek, high-tech black suit with neon accents."}
{"sample_id": "heldout1000_0276", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_09-Scene-374_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_09-o/35_09-Scene-374_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_09-o/35_09-Scene-374_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_09-o/35_09-Scene-374_part1.mp4", "instruction": "Transform the modern casual attire into traditional Chinese-style clothing: replace the white top and black skirt with a long, flowing white robe with intricate blue embroidery, and the striped shirt with a dark brown, patterned robe with red accents. Replace the simple hair accessories with elaborate traditional hairstyles adorned with red and black hairpins. Change the contemporary park background into a classical Chinese courtyard with red wooden doors, lattice windows, and traditional architectural details. Replace the modern street lamp with an ornate black lantern. Upgrade the outdoor furniture to a traditional stone table and bench with carved details. Enhance the lighting to a warm, cinematic tone with soft shadows and golden-hour ambiance. Add atmospheric depth with subtle mist and rich color grading, emphasizing deep reds, browns, and muted greens. Preserve the original layout, character positions, actions, camera motion, and shot scale."}
{"sample_id": "heldout1000_0277", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_26-Scene-484_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_26-o/35_26-Scene-484_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_26-o/35_26-Scene-484_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_26-o/35_26-Scene-484_part1.mp4", "instruction": "Transform the modern interior setting into an ornate, traditional Chinese-style palace interior with dark wooden architecture, intricate lattice windows, and classical decorative panels. Replace the casual blue jacket and white shirt with an elaborate, golden-brown traditional robe featuring detailed embroidery and a high collar. Change the short, modern haircut into a long, braided queue hairstyle typical of historical Chinese nobility. Enhance the lighting to be dramatic and stylized, with warm, directional light casting deep shadows and highlighting the textures of the costume and architecture. Maintain the same camera angle, subject position, and body posture throughout the sequence."}
{"sample_id": "heldout1000_0278", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_07-Scene-478_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_07-o/32_07-Scene-478_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_07-o/32_07-Scene-478_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_07-o/32_07-Scene-478_part1.mp4", "instruction": "Transform the modern indoor setting into an ornate, traditional palace interior with richly patterned drapery and warm ambient lighting from golden lanterns. Replace the bright, plastic party hat with an elaborate, black, pointed headdress adorned with intricate silver filigree, gemstones, and dangling pearls. Upgrade the casual clothing to a detailed, period-appropriate gown with fine textures and subtle embroidery. Enhance the lighting to be dramatic and warm, with soft glows from multiple candle sources creating depth and atmosphere. Intensify the color palette with rich, saturated tones and higher contrast to emphasize the luxurious and cinematic quality. Keep the character's facial expression, pose, and camera framing unchanged."}
{"sample_id": "heldout1000_0279", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_15-Scene-274_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_15-o/32_15-Scene-274_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_15-o/32_15-Scene-274_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_15-o/32_15-Scene-274_part1.mp4", "instruction": "Enhance the scene to a cinematic, period fantasy style: replace the simple hair accessory with an ornate, jeweled headdress featuring intricate metalwork and gemstones; transform the modern, striped blouse and pants into a flowing, traditional-style robe with soft pink and white layers, detailed with subtle embroidery and a red beaded sash; replace the plain, modern background with a richly decorated, dark wooden carriage adorned with golden studs and ornate carvings; intensify the makeup with bold, defined eye makeup and vibrant red lipstick; add delicate, dangling earrings with gemstone accents; maintain the same camera angle, character pose, and facial expression while upgrading lighting to a soft, dramatic glow that highlights the textures of the costume and headdress, and enrich the overall color grading with deeper contrast and a warm, cinematic tone."}
{"sample_id": "heldout1000_0280", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_31-Scene-045_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_31-o/34_31-Scene-045_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_31-o/34_31-Scene-045_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_31-o/34_31-Scene-045_part1.mp4", "instruction": "Transform the modern casual attire into traditional, ornate period clothing: replace the light blue t-shirt and jeans with a layered, textured robe in deep teal and gold with intricate embroidery and a decorative sash. Enhance the headpiece with a more elaborate, historically accurate black hairpin and styled topknot. Replace the plain modern document with an aged parchment scroll featuring calligraphy and a wax seal. Change the blurred indoor background to a vibrant natural outdoor setting with blooming pink cherry blossoms and green trees under soft daylight. Apply cinematic color grading with warm, desaturated tones and enhanced contrast to create a period atmosphere. Maintain the subject's pose, facial expression, and camera framing while upgrading materials, lighting, and overall production design to match a high-cost historical drama."}
{"sample_id": "heldout1000_0281", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_3-Scene-1315_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_3-o/22_3-Scene-1315_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_3-o/22_3-Scene-1315_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_3-o/22_3-Scene-1315_part1.mp4", "instruction": "Transform the background from a bright, natural outdoor park setting to a dark, atmospheric, stone-paved courtyard or plaza at night, with soft ambient lighting from embedded ground lights. Enhance the lighting to be more dramatic and moody, casting deep shadows and highlighting the subject's face with subtle rim lighting. Maintain the subject's pose, expression, and clothing, but enrich the material appearance of her beige sleeveless dress to appear more luxurious and textured, with a refined sheen. Keep the small brooch on her collar, but enhance its metallic luster and detail. Preserve the camera angle, framing, and motion, and ensure the overall color grading shifts to a cooler, desaturated tone with high contrast to evoke a cinematic, period, or fantasy atmosphere."}
{"sample_id": "heldout1000_0282", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_38-Scene-362_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_38-o/32_38-Scene-362_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_38-o/32_38-Scene-362_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_38-o/32_38-Scene-362_part2.mp4", "instruction": "Transform the modern urban setting into a traditional Japanese-style courtyard at night. Replace the contemporary furniture and casual clothing with period-appropriate elements: change the characters' attire to flowing white robes with dark sashes, and add traditional headwear. Replace the coffee mugs and laptops with ornate tea cups and scrolls. Add hanging paper lanterns with warm amber light along the dark wooden beams and pillars, and replace the bright daylight with a moody, dimly lit atmosphere. Introduce a dark tiled roof structure above the courtyard, draped with flowing dark fabric. Enhance the wood textures with intricate grain and weathered details. Add decorative elements such as stone lanterns and bamboo blinds. Preserve the original camera framing, character positions, and actions, while enriching the scene with cinematic lighting, deep shadows, and a rich, atmospheric color grade dominated by deep blues, browns, and warm amber tones."}
{"sample_id": "heldout1000_0283", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__28-Scene-0478_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/28-o/28-Scene-0478_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/28-o/28-Scene-0478_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/28-o/28-Scene-0478_part1.mp4", "instruction": "Transform the modern, casual living room into a grand, vintage library setting. Replace the simple wooden bookshelves with tall, ornate, dark wood bookcases filled with numerous books and decorative items. Update the lampshades to vintage, ornate designs with warm, golden lighting. Replace the modern, minimalist furniture with antique-style pieces, including a richly upholstered sofa and a classic armchair. Update the characters' clothing to period-appropriate attire: women in long dresses with hats, men in formal suits, and the standing woman in a traditional maid's uniform with a white cap and apron. Enhance the background decor with heavy drapes, intricate wood paneling, and vintage rugs. Add atmospheric lighting with a moody, cinematic color grade, emphasizing deep shadows and warm highlights. Preserve the original layout, character positions, and camera perspective while upgrading materials, textures, and overall production design to a high-cost, cinematic style."}
{"sample_id": "heldout1000_0284", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_50-Scene-605_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_50-o/38_50-Scene-605_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_50-o/38_50-Scene-605_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_50-o/38_50-Scene-605_part2.mp4", "instruction": "Transform the modern indoor setting into an ornate, historical-style interior with carved wooden beams and traditional architectural details in the background. Replace the contemporary casual clothing with rich, period-appropriate attire, including a dark, textured robe with subtle embroidery. Add a traditional topknot hairstyle with a decorative hairpin, and enhance the lighting to be dramatic and stylized, with soft directional light highlighting the face and creating depth. Maintain the same facial expression, head position, and camera framing while enriching the scene with cinematic color grading, atmospheric depth, and detailed textures on clothing and background elements."}
{"sample_id": "heldout1000_0285", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_13-Scene-415_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_13-o/39_13-Scene-415_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_13-o/39_13-Scene-415_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_13-o/39_13-Scene-415_part1.mp4", "instruction": "Transform the scene into a richly detailed, cinematic period setting. Replace the plain indoor background with ornate, golden panels featuring intricate floral and dragon motifs, illuminated by warm, glowing light. Upgrade the character's modern blue and black checkered shirt to an elegant, traditional East Asian robe in muted lavender with black embroidered patterns on the shoulders and chest. Enhance the headwear by adding a golden emblem to the black cap, and style the hair into a sleek, traditional topknot. Apply subtle, dramatic lighting with warm highlights and deep shadows to emphasize the regal atmosphere. Maintain the character's facial expression, posture, and camera framing while enhancing the overall visual richness and historical authenticity."}
{"sample_id": "heldout1000_0286", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_009245", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__ceremony__31619567_mahmoud_elbakstani.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__ceremony__31619567_mahmoud_elbakstani.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__3D_gathering__ceremony__31619567_mahmoud_elbakstani_1.mp4", "instruction": "Transform the video into a rich, opulent Baroque portrait style with dramatic lighting, gilded frames, and ornate fabric textures."}
{"sample_id": "heldout1000_0287", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_017042", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__social__publicspeaking__5034916_ketut_subiyanto.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__social__publicspeaking__5034916_ketut_subiyanto.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__social__publicspeaking__5034916_ketut_subiyanto_1.mp4", "instruction": "Render the video in a high-speed motion comic style with bold outlines, dynamic speed lines, and dramatic panel transitions that emphasize the urgency of the runner and the train’s motion."}
{"sample_id": "heldout1000_0288", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_10-Scene-480_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_10-o/34_10-Scene-480_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_10-o/34_10-Scene-480_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_10-o/34_10-Scene-480_part1.mp4", "instruction": "Transform the scene into a cinematic, period-style setting by replacing the modern denim jacket with a flowing, off-white traditional robe with soft folds and subtle texture. Change the character's modern hairstyle into a high, neatly tied topknot with visible hair strands for authenticity. Replace the contemporary metal bowl and utensil with a dark, textured ceramic bowl and a simple wooden spoon, enhancing the historical feel. Introduce a warm, flickering candlelight source on the right side of the frame, casting soft, directional light and creating dramatic shadows and lens flare. Replace the neutral, plain background with a dark, stone-textured wall to evoke an ancient or medieval atmosphere. Enhance the overall lighting to be moody and atmospheric, with deep shadows and a golden glow from the candle, while preserving the character's pose, facial expression, and camera angle. Add subtle atmospheric haze to deepen the scene's mood and richness."}
{"sample_id": "heldout1000_0289", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__20-Scene-0659_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/20-o/20-Scene-0659_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/20-o/20-Scene-0659_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/20-o/20-Scene-0659_part2.mp4", "instruction": "Transform the background from a stylized, abstract wavy pattern in earthy and blue tones to a sleek, modern, dimly lit interior with smooth gray walls and overhead fluorescent light fixtures. Replace the character's casual blue shirt with a dark tactical vest over a black collared shirt, adding visible straps and armor-like padding on the shoulders. Remove the large, yellow, circular object near the ear and replace it with a small, dark, high-tech earpiece. Adjust the lighting to be cooler and more dramatic, with strong directional overhead lights casting defined shadows, enhancing the cinematic mood. Maintain the character's pose, facial expression, and camera angle, preserving the original shot scale and timing. Enhance skin texture and material realism, adding subtle reflections on the vest and a slightly gritty, high-contrast color grade to match the sci-fi aesthetic."}
{"sample_id": "heldout1000_0290", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_035380", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__modelmaking__6784491_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__modelmaking__6784491_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__modelmaking__6784491_rdne_stock_project_2.mp4", "instruction": "Apply the design language of a mystical, otherworldly cat with glowing blue eyes, intricate swirling patterns on its fur, and a vibrant color palette of purples and blues to another image."}
{"sample_id": "heldout1000_0291", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_5-Scene-0031_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_5-o/22_5-Scene-0031_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_5-o/22_5-Scene-0031_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_5-o/22_5-Scene-0031_part1.mp4", "instruction": "Transform the scene from a neutral, everyday office or home environment to a dark, industrial, sci-fi setting. Replace the light-colored, soft-lit background with a dimly lit, metallic interior featuring dark paneling, exposed pipes, and faint ambient glow from control panels. Enhance the lighting to be dramatic and high-contrast, with deep shadows and focused rim lighting on the subject’s face and hair. Update the subject’s attire from a casual blue blazer and t-shirt to a dark, textured, utilitarian jacket with a high collar and subtle insignia, evoking a futuristic or space-faring aesthetic. Replace the neutral, everyday objects in the background with high-tech equipment, control interfaces, and industrial fixtures. Apply a desaturated, cool-toned color grade with deep blacks and muted blues to create a moody, cinematic atmosphere. Add subtle surface textures to the clothing and environment to enhance realism and depth. Maintain the subject’s identity, expression, and posture, preserving the original shot scale, camera motion, and timing. Anchor all changes to visible elements in the LOW frames: the subject’s face, hair, clothing, and the left-side screen/panel structure, which becomes a glowing control interface in the HIGH version."}
{"sample_id": "heldout1000_0292", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_001761", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0021__0de32779579d4b7d19448fe469ddcdc4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0021__0de32779579d4b7d19448fe469ddcdc4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0021__0de32779579d4b7d19448fe469ddcdc4_2.mp4", "instruction": "Transform the scene into a surreal, dreamlike industrial landscape where the wood flows like liquid, the conveyor belts are rivers of grain, and the workers are shadows moving through time."}
{"sample_id": "heldout1000_0293", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_11-Scene-815_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_11-o/38_11-Scene-815_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_11-o/38_11-Scene-815_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_11-o/38_11-Scene-815_part1.mp4", "instruction": "Transform the modern casual attire into traditional-style clothing with a dark, textured vest over a white collared shirt, featuring red and black embroidered details. Replace the futuristic translucent headband with an elegant black hair accessory securing a high ponytail. Change the blurred, natural background to a misty, forested outdoor setting with soft, diffused lighting that enhances the atmospheric mood. Adjust the lighting to be more dramatic and cinematic, with subtle shadows and a cooler color grade to emphasize the period aesthetic. Maintain the same facial expressions, camera angle, and shot composition while enhancing the overall visual richness and production design."}
{"sample_id": "heldout1000_0294", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_04-Scene-239_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_04-o/35_04-Scene-239_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_04-o/35_04-Scene-239_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_04-o/35_04-Scene-239_part1.mp4", "instruction": "Transform the modern casual attire into an ornate traditional Chinese-style garment with intricate embroidery and layered fabric, replacing the simple black top with a richly detailed dark purple robe featuring a high collar and decorative brocade. Replace the colorful floral hair accessory with an elaborate traditional hairstyle adorned with dark purple and grey silk flowers, a red ribbon, and a black hairpiece. Add elegant, culturally specific jewelry including dangling earrings with red and turquoise beads. Enhance the background with a dimly lit, atmospheric interior setting featuring traditional Chinese architectural elements such as lattice windows and soft lantern lighting. Adjust the lighting to be dramatic and moody, with warm, directional light sources creating depth and contrast, while preserving the subject's facial expression, pose, and camera framing."}
{"sample_id": "heldout1000_0295", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_04-Scene-485_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_04-o/38_04-Scene-485_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_04-o/38_04-Scene-485_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_04-o/38_04-Scene-485_part2.mp4", "instruction": "Enhance the lighting to create a dramatic, moody atmosphere with soft, directional highlights and deep shadows, emphasizing the character's facial features and hair texture. Introduce a subtle, ethereal glow around the hair and edges of the face to suggest a mystical or otherworldly presence. Upgrade the hair to a richer, more voluminous style with visible strands and natural movement, adding a slight sheen to suggest healthy, well-maintained hair. Replace the simple background with a dark, atmospheric environment that suggests a fantasy or period setting, possibly a dimly lit chamber or forest at twilight. Enhance the clothing with intricate, high-quality details such as ornate embroidery, layered fabrics, and subtle metallic accents, while maintaining the overall silhouette. Add a delicate, reflective headpiece or crown-like adornment that catches the light, enhancing the regal or mystical aesthetic. Preserve the character's identity, expression, and camera motion, ensuring the transformation maintains the original shot scale and timing. Apply a cinematic color grade with cool tones, deep blacks, and enhanced contrast to elevate the visual quality and mood."}
{"sample_id": "heldout1000_0296", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_010626", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0085__375d06a702b43cc15b8fb1a502a2e315.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0085__375d06a702b43cc15b8fb1a502a2e315.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0085__375d06a702b43cc15b8fb1a502a2e315_1.mp4", "instruction": "Style the entire video as a soft-focus pastel dream sequence, where every object appears slightly blurred and bathed in a gentle, ethereal light like a memory from childhood."}
{"sample_id": "heldout1000_0297", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_13-Scene-257_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_13-o/32_13-Scene-257_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_13-o/32_13-Scene-257_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_13-o/32_13-Scene-257_part1.mp4", "instruction": "Transform the modern casual outfit into an ornate, period-style robe with intricate dark purple and red patterns, and replace the simple hair tie with an elaborate golden headpiece. Add a long, sharp sword in front of the subject, replacing the blurred object in the background. Change the neutral, everyday background to a warm-toned, blurred interior setting with wooden textures, enhancing the atmosphere with soft, cinematic lighting and rich color grading. Maintain the subject's profile pose, facial expression, and camera framing while upgrading the visual style to a high-production fantasy aesthetic."}
{"sample_id": "heldout1000_0298", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_065013", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0210__8e3d03c81c60559665571c3b560103d7.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0210__8e3d03c81c60559665571c3b560103d7.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0210__8e3d03c81c60559665571c3b560103d7_1.mp4", "instruction": "Render the sky scene in a dynamic, abstract expressionist style where the clouds are painted with bold, swirling strokes and the sky is a canvas of emotion."}
{"sample_id": "heldout1000_0299", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__7-Scene-0074_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/7-o/7-Scene-0074_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/7-o/7-Scene-0074_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/7-o/7-Scene-0074_part1.mp4", "instruction": "Replace the man in the blue shirt and dark pants with a Spider-Man character wearing a detailed red and blue suit with metallic armor elements, web patterns, and glowing eyes. Replace the woman's white blouse and dark skirt with a sleek, form-fitting black evening gown with a high slit and elegant neckline. Replace the plain blue abstract screen on the left with a large vertical banner featuring a 'Our Goal' thermometer graphic, 'Doing the Most Good' logo, and 'Thank You' text in bold, stylized typography. Enhance the lighting to create dramatic, cinematic shadows and highlights, with strong directional light casting sharp silhouettes and emphasizing textures. Maintain the balloon arch in the background but enhance its appearance with richer, more reflective materials and subtle ambient glow. Keep the stage layout, audience positioning, camera angle, and motion unchanged. Preserve the overall scene structure and timing while upgrading materials, costume details, lighting, and background graphics to a high-production cinematic style."}
{"sample_id": "heldout1000_0300", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_24-Scene-051_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_24-o/32_24-Scene-051_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_24-o/32_24-Scene-051_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_24-o/32_24-Scene-051_part1.mp4", "instruction": "Transform the modern casual attire into traditional Chinese-style robes with layered fabrics, intricate patterns, and flowing sleeves. Replace the contemporary hairstyles with classical topknots adorned with ornamental hairpins. Change the background from a simple indoor setting to a dimly lit, period-appropriate interior with wooden architecture, hanging lanterns, and subtle decorative elements like potted plants. Enhance the lighting to be warm, atmospheric, and stylized with soft candlelight and shadows, creating a cinematic mood. Maintain the original camera framing, character positions, and actions while upgrading materials, textures, and color grading to match a high-production historical drama aesthetic."}
{"sample_id": "heldout1000_0301", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_070031", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0230__9dba765b0762fd78b84160ec1c0ac5e9.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0230__9dba765b0762fd78b84160ec1c0ac5e9.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0230__9dba765b0762fd78b84160ec1c0ac5e9_1.mp4", "instruction": "Apply a luxury fashion editorial style with high-gloss finish, golden lighting, and a shallow depth of field that turns the background into a soft, glowing bokeh."}
{"sample_id": "heldout1000_0302", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_43-Scene-652_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_43-o/31_43-Scene-652_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_43-o/31_43-Scene-652_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_43-o/31_43-Scene-652_part1.mp4", "instruction": "Transform the character's dark hair into long, flowing white hair with a silky, luminous texture. Add an ornate, metallic headpiece with intricate filigree details that sits atop the hair. Replace the modern casual clothing with a richly detailed, traditional-style blue robe featuring embroidered patterns and layered fabric. Enhance the background with a stylized, fantasy-inspired interior: replace the modern furniture with ornate wooden shelves, decorative vases, and a glowing, patterned window or screen in the background. Apply a cinematic color grade with heightened contrast, cool blue tones, and soft highlights to emphasize the ethereal atmosphere. Add subtle glowing effects around the character's hair and headpiece to enhance the magical aesthetic, while preserving the original camera angle, facial expression, and head movement."}
{"sample_id": "heldout1000_0303", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_14-Scene-072_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_14-o/32_14-Scene-072_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_14-o/32_14-Scene-072_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_14-o/32_14-Scene-072_part1.mp4", "instruction": "Enhance the traditional attire and accessories to a more elaborate, cinematic style: replace the simple white floral headpiece with an ornate, jeweled headdress featuring intricate silver filigree, pink gemstones, and dangling beads; upgrade the plain light-colored robe to a rich teal and gold traditional garment with layered sleeves and detailed embroidery; add matching ornate earrings and hairpins; transform the background into a soft, dreamy garden with blurred pink blossoms and gentle lighting; apply a warm, cinematic color grade with enhanced contrast and saturation to emphasize the luxurious materials and atmosphere, while preserving the original character positions, facial expressions, and camera framing."}
{"sample_id": "heldout1000_0304", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_10-Scene-139_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_10-o/38_10-Scene-139_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_10-o/38_10-Scene-139_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_10-o/38_10-Scene-139_part1.mp4", "instruction": "Transform the scene from a neutral, natural setting to a cinematic, atmospheric environment with a deep blue gradient background. Enhance the lighting to be more dramatic and moody, with soft highlights and deep shadows that emphasize the character's facial features and hair texture. Change the character's clothing from a casual dark top to a period-style, light beige robe with subtle striped detailing, maintaining the same silhouette and posture. Add a slight sheen to the hair, enhancing its volume and texture, and introduce a subtle atmospheric haze to deepen the mood. Keep the character's identity, expression, and pose unchanged, preserving the original camera angle and framing."}
{"sample_id": "heldout1000_0305", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_36-Scene-228_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_36-o/31_36-Scene-228_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_36-o/31_36-Scene-228_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_36-o/31_36-Scene-228_part2.mp4", "instruction": "Transform the modern interior setting into an ornate traditional Chinese-style room: replace the ceiling lights with a large, intricately carved wooden lantern with red tassels hanging from the ceiling; replace the plain curtains with richly patterned purple silk drapes featuring floral motifs and golden tassels; replace the casual clothing of the characters with elaborate traditional Chinese garments — the man in a black embroidered robe with wide sleeves and a sash, the woman in a detailed grey and purple patterned robe with flowing sleeves and hair ornaments; replace the simple table with a lacquered wooden table covered in a purple brocade cloth; add traditional decorative elements such as a wooden lattice window in the background, a red lacquered cabinet with vases and scrolls, and a potted orchid on the table; enhance the lighting to a warm, atmospheric glow with soft shadows, emphasizing the rich textures and deep colors of the materials; maintain the same character positions, camera angle, and scene composition."}
{"sample_id": "heldout1000_0306", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_69-Scene-299_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_69-o/35_69-Scene-299_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_69-o/35_69-Scene-299_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_69-o/35_69-Scene-299_part2.mp4", "instruction": "Transform the casual modern setting into a richly detailed historical palace interior. Replace the baseball cap and casual clothing with traditional period attire: the person in the foreground should wear a red-and-white conical hat and a dark, textured uniform with intricate embroidery, while the person in the background should wear an ornate black headdress with floral accents and a dark, embroidered robe. Replace the plain red curtains with elaborately carved wooden doors and panels featuring golden patterns. Enhance the lighting to be warm and dramatic, with soft shadows and ambient glow from lanterns, creating a cinematic atmosphere. Add subtle atmospheric haze and rich color grading to deepen the scene's historical and regal tone. Maintain the same camera motion, shot scale, and character positions."}
{"sample_id": "heldout1000_0307", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_44-Scene-217_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_44-o/32_44-Scene-217_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_44-o/32_44-Scene-217_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_44-o/32_44-Scene-217_part2.mp4", "instruction": "Transform the modern urban setting into a rustic, traditional Chinese village environment. Replace the contemporary clothing with period-appropriate traditional Chinese attire: the woman on the right wears a dark, layered robe with red skirt and a topknot hairstyle, while the woman on the left wears a light gray robe with a sash and a simple hairpin. Replace the modern urban background with a rural village scene featuring thatched-roof huts, stacked straw bales, and wooden structures. Replace the modern props (black bag, water bottle) with period-appropriate items: a brown leather satchel and a clay jar. Add a large yellow umbrella in the upper left corner. Adjust lighting to a soft, overcast, natural daylight typical of a rural setting, enhancing earthy tones and textures. Maintain the same character poses, camera angle, and shot composition."}
{"sample_id": "heldout1000_0308", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_058195", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__workshop__8471349_mart__production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__workshop__8471349_mart__production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__workshop__8471349_mart__production_3.mp4", "instruction": "Apply the design language of a stylish woman with sleek dark hair, wearing a futuristic black outfit with neon purple and blue lighting effects, to another image."}
{"sample_id": "heldout1000_0309", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_070689", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0240__a3ab149edf364caaf110511f2ab1aa77.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0240__a3ab149edf364caaf110511f2ab1aa77.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0240__a3ab149edf364caaf110511f2ab1aa77_2.mp4", "instruction": "Transform the scene into a surreal, dreamlike environment where the device is a living machine with eyes and breathing circuits, and the hands are part of its body."}
{"sample_id": "heldout1000_0310", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_37-Scene-491_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_37-o/33_37-Scene-491_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_37-o/33_37-Scene-491_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_37-o/33_37-Scene-491_part1.mp4", "instruction": "Transform the subject's hairstyle from a casual side-parted look with a small hair clip into an elaborate, high-updo with intricate braiding and flowing strands, maintaining the same facial expression and head position. Enhance the makeup to be more dramatic, with defined, arched eyebrows, bold eyeliner, and a vibrant, glossy red lipstick. Replace the modern, casual attire with a traditional or period-style white garment, visible at the collar. Change the background from a blurred natural outdoor setting to a soft, diffused sky with a faint architectural silhouette, suggesting a grand or historical environment. Apply a cool, cinematic color grade with high contrast and soft lighting to emphasize the subject's features and create a dramatic atmosphere. Preserve the original camera framing, shot scale, and facial expression throughout the sequence."}
{"sample_id": "heldout1000_0311", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_016002", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__americanfootball__4994148_tima_miroshnichenko.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__americanfootball__4994148_tima_miroshnichenko.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__sports__americanfootball__4994148_tima_miroshnichenko_2.mp4", "instruction": "Transform the visuals into a high-speed motion capture aesthetic with motion trails, speed lines, and a monochrome base with vibrant hand highlights."}
{"sample_id": "heldout1000_0312", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_37-Scene-118_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_37-o/33_37-Scene-118_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_37-o/33_37-Scene-118_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_37-o/33_37-Scene-118_part2.mp4", "instruction": "Transform the scene into a cinematic, period fantasy style while preserving the subject's pose, facial expression, and hand gesture. Replace the casual modern hairstyle with an elaborate, high-updo traditional hairstyle adorned with ornate hairpins and dangling metallic accessories. Change the plain white top into a richly colored, layered traditional robe with a vibrant blue outer sleeve and intricate white inner collar, featuring subtle embroidery. Enhance the makeup with defined, arched eyebrows, delicate eyeliner, and soft, muted pink lips. Adjust the lighting to a cool, ethereal tone with soft diffusion and subtle rim lighting to emphasize the hair and costume details. Maintain the same background blur and composition, but add a faint atmospheric haze to enhance the mystical mood. Keep the keychain and hand position unchanged, but enhance the metallic sheen and detail of the pendant and chain to match the fantasy aesthetic."}
{"sample_id": "heldout1000_0313", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_38-Scene-398_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_38-o/31_38-Scene-398_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_38-o/31_38-Scene-398_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_38-o/31_38-Scene-398_part3.mp4", "instruction": "Transform the modern urban setting into a traditional East Asian village scene: replace the contemporary building facade with a thatched-roof house featuring wooden beams and a stone foundation. Update the characters' clothing to period-appropriate attire—replace the white t-shirt with a loose, off-white robe with subtle embroidery; change the gray t-shirt to a dark vest with patterned sleeves over a lighter underlayer; replace the denim jacket with a layered, dark purple and brown tunic with metallic arm guards and a patterned sash. Add traditional accessories: a black headband with a small ornament for the man on the right, a simple hairpin for the woman on the left, and a beaded necklace for the man in the middle. Replace the smartphone with a rolled scroll or ancient book. Adjust the lighting to a soft, diffused purple hue to evoke a mystical atmosphere, and enhance the background with autumnal red foliage and a lantern hanging near the doorway. Maintain the original camera angle, character positions, and actions while enriching materials with textured fabrics and aged wood."}
{"sample_id": "heldout1000_0314", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_008962", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__social__therapy__30978197_luisa_steffens.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__social__therapy__30978197_luisa_steffens.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__social__therapy__30978197_luisa_steffens_2.mp4", "instruction": "Convert the scene into a monochromatic but highly textured charcoal drawing style, with dynamic line work and smudged gradients that emphasize pressure and motion as if drawn in real time by an invisible hand."}
{"sample_id": "heldout1000_0315", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_08-Scene-091_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_08-o/32_08-Scene-091_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_08-o/32_08-Scene-091_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_08-o/32_08-Scene-091_part1.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style by replacing the simple yellow floral headdress with an ornate, jewel-encrusted silver headdress featuring dangling crystals and a central blue gem. Upgrade the minimal earrings to elaborate, dangling silver earrings with gemstone accents. Transform the plain background into a richly decorated palace interior with red lanterns, floral arrangements, and figures in traditional yellow and red garments. Replace the modern casual attire with an intricate, traditional period costume featuring detailed embroidery and layered fabrics. Adjust the lighting to warm, dramatic tones with soft highlights and deep shadows to enhance the luxurious atmosphere, while preserving the original camera angle, facial expression, and scene composition."}
{"sample_id": "heldout1000_0316", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_22-Scene-039_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_22-o/35_22-Scene-039_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_22-o/35_22-Scene-039_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_22-o/35_22-Scene-039_part4.mp4", "instruction": "Transform the modern casual attire into traditional Chinese Qing dynasty-style garments: replace the gray t-shirt and blue overalls with intricately embroidered, high-collared robes in muted gray and dark blue, featuring detailed floral and cloud patterns along the collar and sleeves. Upgrade the simple hairstyles with elaborate, historically accurate hairdos—black buns adorned with red ribbons, floral ornaments, and tassels. Replace the plain background with a lush, verdant garden filled with dense green foliage, enhancing the natural atmosphere. Add subtle period-appropriate jewelry: small, delicate earrings and a black beaded necklace. Apply cinematic color grading with a slightly desaturated, warm tone to evoke historical authenticity, while preserving the original camera framing, character positions, and facial expressions."}
{"sample_id": "heldout1000_0317", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_001570", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0024__0f8ed7182bd4eabba81e5b692a80bb06.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0024__0f8ed7182bd4eabba81e5b692a80bb06.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0024__0f8ed7182bd4eabba81e5b692a80bb06_2.mp4", "instruction": "Reimagine the scene in a golden hour dream aesthetic with a warm, honey-like glow, where the shadows stretch like silk and the dry grass becomes glowing filaments."}
{"sample_id": "heldout1000_0318", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_9-Scene-0228_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_9-o/22_9-Scene-0228_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_9-o/22_9-Scene-0228_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_9-o/22_9-Scene-0228_part1.mp4", "instruction": "Transform the workshop setting into a dark, atmospheric, and gritty sci-fi environment. Replace the character's casual blue t-shirt and jeans with a weathered, off-white, sleeveless tunic and matching pants, adding visible wear and tear and a bandage on the forearm. Enhance the lighting to be dim and moody, with a single warm, flickering lamp on the workbench as the primary light source, casting deep shadows and creating a high-contrast, cinematic look. Upgrade the background to a cluttered, industrial, and aged space with metallic surfaces, exposed pipes, and dim ambient light, suggesting a post-apocalyptic or dystopian setting. Retain the character's pose, action, and the layout of the workbench and equipment, but stylize the tools and containers to appear worn, metallic, and utilitarian, consistent with a futuristic survivalist environment. Add subtle atmospheric haze and a cool color grade to deepen the mood, while preserving the camera motion, shot scale, and timing."}
{"sample_id": "heldout1000_0319", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_32-Scene-327_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_32-o/38_32-Scene-327_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_32-o/38_32-Scene-327_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_32-o/38_32-Scene-327_part1.mp4", "instruction": "Transform the character from a modern, casually dressed man with a short gray beard and dark suit into a bald, elderly sage with a long, flowing white beard and mustache, wearing traditional layered robes with dark and light gray stripes. Replace the plain, neutral-toned indoor background with a lush, out-of-focus green forest setting. Enhance the lighting to be soft and natural, with subtle highlights on the beard and face, creating a serene and mystical atmosphere. Maintain the same camera angle, shot scale, and facial expression, preserving the character's identity and interaction with the person in the foreground."}
{"sample_id": "heldout1000_0320", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_050901", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__teamwork__7989475_mikhail_nilov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__teamwork__7989475_mikhail_nilov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__teamwork__7989475_mikhail_nilov_3.mp4", "instruction": "Make it exude the vibe of a mysterious cloaked figure with glowing golden eyes and intricate neon patterns, dressed in a dark, futuristic hooded outfit."}
{"sample_id": "heldout1000_0321", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_41-Scene-609_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_41-o/34_41-Scene-609_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_41-o/34_41-Scene-609_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_41-o/34_41-Scene-609_part1.mp4", "instruction": "Transform the modern casual clothing into detailed historical attire: replace the black and white jacket with a textured dark blue traditional robe with intricate patterns and a gray sash. Add a black topknot hairstyle with a decorative hairpin. Introduce dramatic makeup, including a trickle of blood from the corner of the mouth. Change the blurred park-like background to a dense, natural forest with moss-covered trees and uneven dirt ground. Replace the modern urban setting with a period-appropriate outdoor scene featuring wooden training dummies and scattered bamboo poles. Add multiple figures in matching dark robes and wide-brimmed hats, holding swords, to create a cinematic martial arts confrontation. Enhance lighting to be natural and diffused, with soft shadows under the trees, and apply a muted, earthy color grade to emphasize the historical atmosphere. Maintain the same camera angle, character pose, and action timing as in the low-cost version."}
{"sample_id": "heldout1000_0322", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_1-Scene-1256_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_1-o/22_1-Scene-1256_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_1-o/22_1-Scene-1256_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_1-o/22_1-Scene-1256_part2.mp4", "instruction": "Transform the modern urban environment into a futuristic, sci-fi cityscape by replacing the simple, realistic buildings with intricate, angular architectural structures featuring advanced design elements. Remove all natural greenery and replace it with metallic, geometric rooftop platforms and circular, armored domes. Replace the natural daylight with a monochromatic, high-contrast lighting scheme that emphasizes shadows and artificial illumination, creating a gritty, dystopian atmosphere. Remove all everyday objects such as cars, street signs, and trees, and replace them with industrial components, mechanical conduits, and armored plating. Simplify the roof textures by replacing brick and concrete with smooth, metallic surfaces and add detailed paneling and rivets. Enhance the symmetry and uniformity of the buildings to create a repetitive, militarized urban grid. Apply a desaturated, grayscale color grade to emphasize the cold, mechanical nature of the environment. Preserve the original camera motion, shot scale, and spatial layout while enhancing the materials and atmosphere to reflect a high-tech, dystopian future."}
{"sample_id": "heldout1000_0323", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_026726", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__education__5940057_kampus_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__education__5940057_kampus_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__education__5940057_kampus_production_1.mp4", "instruction": "Interpret it as a fantasy elf with long silver hair, glowing blue eyes, and intricate turquoise jewelry, rendered in a highly detailed, photorealistic style."}
{"sample_id": "heldout1000_0324", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_074137", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0295__cd4e330fa06eca516ab13c172c66a32b.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0295__cd4e330fa06eca516ab13c172c66a32b.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0295__cd4e330fa06eca516ab13c172c66a32b_1.mp4", "instruction": "Render the video in a vibrant, comic book action style with bold outlines, speed lines, and dynamic angles, as if the two travelers are on a mission."}
{"sample_id": "heldout1000_0325", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_02-Scene-333_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_02-o/31_02-Scene-333_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_02-o/31_02-Scene-333_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_02-o/31_02-Scene-333_part2.mp4", "instruction": "Enhance the scene with a lush, vibrant green background suggesting a garden or forest setting, replacing the neutral, blurred backdrop. Transform the hairstyle into an intricate, braided updo with decorative elements, maintaining the same hair color and volume. Replace the simple white garment with a dark, richly textured outfit, possibly with subtle sheen or embroidery, consistent with period or fantasy styling. Apply dramatic, cinematic makeup with defined eyeliner, enhanced eye color, and soft, luminous skin tone. Introduce a warm, diffused lighting that highlights facial features and creates a soft glow, enhancing the overall atmosphere. Preserve the character's expression, pose, and interaction with the other person, as well as the camera angle and framing."}
{"sample_id": "heldout1000_0326", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_054069", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__audience__8141715_alena_darmel.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__audience__8141715_alena_darmel.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__audience__8141715_alena_darmel_3.mp4", "instruction": "Imagine it as if it were a knight clad in dark, futuristic armor with a sleek, metallic helmet and flowing black cloak, rendered in a highly detailed, photorealistic style."}
{"sample_id": "heldout1000_0327", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_015204", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__vehicles__vehicles__4849139_skinny_tie_media.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__vehicles__vehicles__4849139_skinny_tie_media.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__vehicles__vehicles__4849139_skinny_tie_media_2.mp4", "instruction": "Transform the scene into a vintage 1970s home improvement TV show aesthetic with a warm film grain, soft focus, and a slightly shaky camera that mimics amateur home video."}
{"sample_id": "heldout1000_0328", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_055995", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__teamwork__8298276_mikhail_nilov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__teamwork__8298276_mikhail_nilov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__teamwork__8298276_mikhail_nilov_1.mp4", "instruction": "Evolve it into a medieval knight with long, dark hair tied back, a thick beard, and intricate tattoos on his arms, dressed in ornate armor with red accents and detailed patterns, rendered in a highly realistic and cinematic style."}
{"sample_id": "heldout1000_0329", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_030666", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0149__6275cbbb2360192b73d7ddc7ec8516cb.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0149__6275cbbb2360192b73d7ddc7ec8516cb.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0149__6275cbbb2360192b73d7ddc7ec8516cb_1.mp4", "instruction": "Render the entire video in a gritty, high-contrast industrial film grain aesthetic with a desaturated palette and visible film scratches, emphasizing the textures of fabric, metal, and concrete."}
{"sample_id": "heldout1000_0330", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_12-Scene-208_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_12-o/39_12-Scene-208_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_12-o/39_12-Scene-208_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_12-o/39_12-Scene-208_part2.mp4", "instruction": "Transform the modern casual attire of the woman into a traditional Chinese-style robe with layered pink and yellow sleeves, a blue sash, and intricate embroidery, while keeping her hairstyle and position unchanged. Replace the simple glass bottles on the table with unfinished clay vases in various stages of shaping, consistent with a pottery workshop setting. Update the men's clothing to traditional Chinese robes with dark blue and green tones and ornate black caps, preserving their poses and positions. Enhance the background shelves with decorative ceramic vases and add subtle architectural details like patterned wall panels and textured woodwork. Adjust the lighting to a warm, dramatic, and staged effect with soft shadows and golden highlights, emphasizing the historical and ceremonial atmosphere. Maintain the original camera angle, shot scale, and scene layout throughout."}
{"sample_id": "heldout1000_0331", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_38-Scene-090_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_38-o/39_38-Scene-090_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_38-o/39_38-Scene-090_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_38-o/39_38-Scene-090_part1.mp4", "instruction": "Enhance the headpiece by replacing the simple wooden ornaments with intricate, golden, circular hairpins featuring detailed filigree patterns. Upgrade the tassels from red to golden-yellow with a more luxurious, silk-like texture. Change the blue contemporary garment to a richly layered traditional robe with green and purple silk panels, gold trim, and a high collar. Transform the neutral, blurred background into a warm, opulent palace interior with soft pink and orange lighting, ornate wooden architecture, and subtle floral bokeh. Apply a cinematic color grade with enhanced saturation, warm tones, and soft glow to elevate the atmosphere, while preserving the subject's facial expression, pose, and camera framing."}
{"sample_id": "heldout1000_0332", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_24-Scene-028_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_24-o/35_24-Scene-028_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_24-o/35_24-Scene-028_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_24-o/35_24-Scene-028_part1.mp4", "instruction": "Enhance the visual production quality by transforming the simple hair accessory into an ornate, historically styled headpiece adorned with purple and pink flowers, green leaves, and red tassels. Replace the casual dark blue top with an intricate, period-accurate traditional robe featuring detailed silver embroidery, a high collar with decorative trim, and a central brocade motif. Upgrade the simple earrings to elaborate, multi-colored dangling earrings with red, blue, and green gemstones. Replace the neutral, plain background with a softly blurred, richly decorated historical interior, possibly a palace or noble residence, with warm ambient lighting and visible architectural details like wooden beams and ornate furnishings. Apply cinematic color grading with deeper contrast, warmer tones, and enhanced texture to the fabrics and skin, while preserving the subject's facial expression, pose, and camera framing."}
{"sample_id": "heldout1000_0333", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_55-Scene-440_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_55-o/33_55-Scene-440_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_55-o/33_55-Scene-440_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_55-o/33_55-Scene-440_part1.mp4", "instruction": "Transform the scene into a dark, moody cinematic atmosphere. Replace the neutral, light-colored background with a dimly lit, textured stone or aged wall, evoking a historical or fantasy setting. Enhance the character's appearance with long, dark, flowing hair and a subtle beard, adding a rugged, intense look. Replace the modern, casual clothing with an elaborate, period-style garment featuring rich textures and earthy tones. Introduce dramatic, low-key lighting with strong contrasts and deep shadows, emphasizing the character's facial features and creating a somber, intense mood. Add subtle atmospheric elements such as faint smoke or ambient glow from off-screen torches to enhance the scene's depth and mood. Maintain the original camera angle, shot scale, and character positioning, preserving the interaction with the other person in the foreground."}
{"sample_id": "heldout1000_0334", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_025893", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__plants__6508710_tima_miroshnichenko.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__plants__6508710_tima_miroshnichenko.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__hobby__plants__6508710_tima_miroshnichenko_2.mp4", "instruction": "Apply a cyberpunk garden aesthetic with neon-lit greenhouses, genetically modified plants with circuit patterns on their leaves, and the man’s gloves emitting a faint electric aura."}
{"sample_id": "heldout1000_0335", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_016637", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__4738047_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__4738047_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__danceperformance__4738047_cottonbro_studio_3.mp4", "instruction": "Give it the persona of a glamorous woman adorned in opulent gold jewelry and a dark, sophisticated outfit, captured in a photorealistic style with dramatic lighting and a focus on intricate details."}
{"sample_id": "heldout1000_0336", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_29-Scene-073_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_29-o/38_29-Scene-073_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_29-o/38_29-Scene-073_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_29-o/38_29-Scene-073_part1.mp4", "instruction": "Transform the modern indoor setting into an ornate, traditional-style background with intricate wooden architecture and dark, richly textured panels. Replace the character's casual white top with a detailed traditional garment featuring subtle patterns and layered fabric. Enhance the hairstyle with loose, flowing strands and add delicate, natural-looking makeup with defined eyes and soft, rosy lips. Apply cinematic color grading with cooler tones and deeper shadows to create a dramatic, period-appropriate atmosphere. Maintain the same camera angle, framing, and character pose while upgrading the lighting to emphasize facial features and background details."}
{"sample_id": "heldout1000_0337", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__14-Scene-1321_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/14-o/14-Scene-1321_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/14-o/14-Scene-1321_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/14-o/14-Scene-1321_part1.mp4", "instruction": "Transform the scene into a cinematic, period-fantasy style while preserving the original layout, character positions, and camera motion. Replace the casual modern clothing with elaborate, earth-toned medieval-style garments: the standing character wears a long, flowing brown dress with layered sleeves and a high neckline, while the seated character wears a rugged, hooded cloak with textured fabric. Enhance the background with a more dramatic, desaturated mountainous landscape featuring snow-capped peaks and a hazy, atmospheric sky. Adjust lighting to a moody, diffused golden-hour tone with soft shadows and a desaturated color palette to evoke a timeless, epic atmosphere. Replace the modern smartphone with a dark, ornate spoon-like utensil, maintaining its position and function. Add subtle visual texture to the ground and vegetation to enhance realism and depth. Preserve the characters' identities, actions, and the overall scene semantics."}
{"sample_id": "heldout1000_0338", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_02-Scene-148_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_02-o/32_02-Scene-148_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_02-o/32_02-Scene-148_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_02-o/32_02-Scene-148_part1.mp4", "instruction": "Enhance the character's appearance by adding an ornate gold crown with intricate detailing and a red gemstone at the center, replacing the simple purple hair accessory. Add elaborate gold earrings with dangling elements. Transform the plain white garment into a richly detailed red and gold ceremonial robe with embroidered patterns and a high collar. Upgrade the background to a grand, opulent interior with deep red drapery and warm, glowing candlelight in the background. Apply dramatic, cinematic lighting with soft highlights on the face and hair, enhancing depth and texture. Maintain the same head position, facial expression, and camera angle. Preserve the character's identity and the overall composition of the scene."}
{"sample_id": "heldout1000_0339", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_046222", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__conference__8939541_mikhail_nilov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__conference__8939541_mikhail_nilov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__3D_gathering__conference__8939541_mikhail_nilov_1.mp4", "instruction": "Apply a vintage film grain and sepia-toned cinematic filter with soft focus and lens flares, evoking a 1970s corporate espionage thriller aesthetic."}
{"sample_id": "heldout1000_0340", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_002312", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__photography__10273765_ron_lach.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__photography__10273765_ron_lach.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__hobby__photography__10273765_ron_lach_2.mp4", "instruction": "Reimagine the video in the style of a dark fantasy alchemist’s chamber—where the glassware glows with runes, the red light comes from enchanted crystals, and the jars contain swirling, sentient mist."}
{"sample_id": "heldout1000_0341", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_012861", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0097__3ff67991710aa2c6c741d0f3d8468aa3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0097__3ff67991710aa2c6c741d0f3d8468aa3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0097__3ff67991710aa2c6c741d0f3d8468aa3_1.mp4", "instruction": "Style the poppy field as a surreal, hyper-saturated dreamscape where the flowers are made of glass and reflect infinite versions of the sky."}
{"sample_id": "heldout1000_0342", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_21-Scene-425_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_21-o/31_21-Scene-425_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_21-o/31_21-Scene-425_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_21-o/31_21-Scene-425_part1.mp4", "instruction": "Transform the modern, casual attire into elaborate traditional costumes: replace the white and orange jacket with a dark, ornate robe featuring red embroidery and a prominent metallic brooch; change the light blue dress into a layered, cream-colored tunic with intricate lace patterns and a teal sash; update the simple blue top to a flowing white robe with light blue trim and a long braid. Replace the urban, purple-toned background with a lush green forest setting with visible trees and natural lighting. Add ornate accessories: a detailed belt and shoulder strap for the left figure, a decorative sash and belt for the center figure, and a long braid with a hairpin for the right figure. Enhance hairstyles with traditional updos and braids, and apply subtle period-appropriate makeup to enhance facial features. Maintain the same camera angle, shot scale, and character positions while upgrading lighting to natural daylight with soft shadows and richer color grading to evoke a cinematic, historical atmosphere."}
{"sample_id": "heldout1000_0343", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_47-Scene-281_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_47-o/32_47-Scene-281_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_47-o/32_47-Scene-281_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_47-o/32_47-Scene-281_part2.mp4", "instruction": "Transform the modern casual scene into a medieval fantasy setting: replace modern clothing with detailed medieval armor and robes, including helmets and chainmail; convert the white tripod structure into a dark wooden gallows with heavy iron chains; replace the blue shipping container and modern vehicles with wooden carts and fortified wooden structures; change the colorful banners to red and black medieval flags; replace the neutral background with a misty forested hillside; add smoke and atmospheric haze; adjust lighting to a moody, overcast, cinematic tone with deep shadows and diffused light; ensure all figures are re-dressed as soldiers or villagers in period-appropriate attire, maintaining their original positions and actions; preserve the camera motion, shot scale, and scene layout while enhancing materials, textures, and production design for a high-cost cinematic look."}
{"sample_id": "heldout1000_0344", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_36-Scene-086_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_36-o/35_36-Scene-086_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_36-o/35_36-Scene-086_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_36-o/35_36-Scene-086_part1.mp4", "instruction": "Enhance the woman's hairstyle by replacing the simple yellow floral hair accessories with ornate, traditional blue and red floral hairpins featuring intricate metalwork and gemstone details. Upgrade her earrings from small pearl studs to elaborate, multi-tiered dangling earrings with pearls, gold filigree, and dark gemstones. Transform her contemporary yellow top into a richly detailed traditional-style garment with black trim, high collar, and subtle embroidery. Replace the neutral, plain background with a lush, dark green garden setting with soft bokeh foliage, creating a cinematic atmosphere. Apply a deeper, more saturated color grade with enhanced contrast and warm lighting to emphasize the period aesthetic, while preserving the original camera angle, facial expression, and interaction with the man in the foreground."}
{"sample_id": "heldout1000_0345", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_09-Scene-632_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_09-o/24_09-Scene-632_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_09-o/24_09-Scene-632_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_09-o/24_09-Scene-632_part1.mp4", "instruction": "Enhance the scene by replacing the blurred background with a detailed, traditional East Asian interior featuring a large circular window with wooden lattice framing, revealing a misty mountain landscape. Add a realistic, ornate multi-candle candelabra to the right of the foreground candle, with warm, flickering flames. Upgrade the foreground candle holder to a more intricate, metallic design with scalloped edges. Introduce a lush, green bonsai tree centered in the background, placed on a wooden stand. Enhance the lighting to create a soft, atmospheric glow with warm candlelight casting gentle shadows, while maintaining the silhouette of the person in traditional white robes seated at a low table. Adjust the color grading to deepen the blues and browns, enriching the mood with a cinematic, period-appropriate tone. Preserve the foreground candle flame, its position, and the overall composition, including the shallow depth of field that keeps the background softly blurred while the foreground remains sharp."}
{"sample_id": "heldout1000_0346", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_29-Scene-428_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_29-o/32_29-Scene-428_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_29-o/32_29-Scene-428_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_29-o/32_29-Scene-428_part1.mp4", "instruction": "Transform the scene into a richly detailed traditional Chinese interior: replace the modern bed with an ornate wooden canopy bed featuring intricate carvings and draped with deep blue patterned curtains adorned with tassels. Replace the plain curtains with luxurious, heavy blue drapes with floral patterns and hanging tassels. Change the casual attire of the central figure to an elaborate traditional Chinese robe in deep maroon with detailed embroidery, and add a matching traditional headdress. Update the side figures' clothing to traditional white robes with subtle patterns and appropriate headwear. Replace the modern lighting with warm, ambient lanterns, including a large, glowing cylindrical lantern on the right. Enhance the background with authentic period details such as wooden lattice panels, decorative wall hangings, and subtle floral arrangements. Apply cinematic color grading with warm, moody lighting, rich textures, and atmospheric depth, while preserving the original layout, character positions, and camera framing."}
{"sample_id": "heldout1000_0347", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_01-Scene-677_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_01-o/32_01-Scene-677_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_01-o/32_01-Scene-677_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_01-o/32_01-Scene-677_part1.mp4", "instruction": "Transform the scene into a richly detailed, cinematic setting by replacing the abstract, colorful background with a large, ornate golden flower-shaped window emitting warm backlight. Replace the simple white top with a luxurious red traditional robe featuring black geometric patterns and layered sleeves. Add a detailed, elegant black hairpiece with gold accents to the character's hairstyle. Replace the plain table with an elaborate table setup including tiered trays, ornate teapots, and decorative fruits. Introduce a large, intricate tree sculpture with glowing elements behind the character, and add warm, ambient lighting from candles and soft backlighting to enhance the atmosphere. Keep the character's pose, action, and camera framing unchanged."}
{"sample_id": "heldout1000_0348", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_05-Scene-172_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_05-o/24_05-Scene-172_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_05-o/24_05-Scene-172_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_05-o/24_05-Scene-172_part1.mp4", "instruction": "Transform the modern casual setting into an ornate fantasy interior with intricate metallic and stone architectural details in the background. Replace the denim jacket with a flowing white traditional robe featuring gold trim along the collar and sleeves. Add a golden, spiral-shaped headpiece to the top of the hair. Enhance the lighting to be more dramatic and stylized, with soft highlights on the face and background elements, creating a cinematic atmosphere. Maintain the same facial expression, head position, and camera framing as in the original low-cost video."}
{"sample_id": "heldout1000_0349", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_17-Scene-474_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_17-o/38_17-Scene-474_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_17-o/38_17-Scene-474_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_17-o/38_17-Scene-474_part1.mp4", "instruction": "Transform the characters' appearance to a cinematic, period-style aesthetic: replace the simplified, modern hairstyles with elaborate, flowing dark hair styled with traditional updos and loose strands; enhance the clothing to include rich, textured fabrics with deep red and dark tones, adding subtle embroidery and layered garments; upgrade the background to a softly lit, ornate interior with traditional architectural details and muted, atmospheric lighting; apply cinematic color grading with warm, desaturated tones and soft focus to enhance mood and depth; preserve the original composition, character positions, and emotional expression while adding realistic skin textures, detailed facial features, and naturalistic lighting that highlights the characters' profiles and creates a dramatic, immersive atmosphere."}
{"sample_id": "heldout1000_0350", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_06-Scene-420_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_06-o/32_06-Scene-420_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_06-o/32_06-Scene-420_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_06-o/32_06-Scene-420_part2.mp4", "instruction": "Transform the modern, casual setting into a richly detailed historical or fantasy palace environment with ornate architecture, warm ambient lighting, and atmospheric depth. Replace the simple park background with a blurred, grand interior featuring red and gold accents, traditional wooden beams, and soft bokeh from lanterns. Enhance the man's attire by replacing his modern shirt with an elaborate, textured period robe with intricate patterns and layered fabric. Add a small, stylized goatee to his face and refine his makeup to appear more dramatic and polished, consistent with a noble or royal character. Introduce subtle, glowing atmospheric effects in the background to suggest magical or ceremonial ambiance, while preserving the original camera angle, facial expression, and head position. Ensure the lighting becomes more dramatic and directional, highlighting facial features and costume details, and maintain the same shot scale and timing as the source."}
{"sample_id": "heldout1000_0351", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_25-Scene-166_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_25-o/31_25-Scene-166_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_25-o/31_25-Scene-166_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_25-o/31_25-Scene-166_part1.mp4", "instruction": "Transform the scene into a richly detailed period fantasy setting. Replace the simple, blurred background with lush, vibrant greenery featuring dense foliage and soft bokeh lighting, suggesting an outdoor garden or palace courtyard. Enhance the woman's hairstyle by replacing the modern headband with an elaborate traditional updo adorned with ornate hair accessories, including colorful floral ornaments, dangling beads, and metallic tassels. Upgrade her clothing from a plain white top to a layered, intricately patterned traditional robe in golden-yellow and teal hues, with visible embroidery and flowing sleeves. Retain the earrings but enhance their design with more intricate detailing and gemstone accents. Improve the overall lighting to be warmer and more dramatic, with soft highlights on the face and costume, and add atmospheric depth through subtle haze and depth-of-field effects. Maintain the same camera angle, framing, and facial expressions, preserving the emotional tone and interaction with the person on the left."}
{"sample_id": "heldout1000_0352", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_38-Scene-180_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_38-o/35_38-Scene-180_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_38-o/35_38-Scene-180_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_38-o/35_38-Scene-180_part1.mp4", "instruction": "Transform the modern casual attire into traditional period clothing with a dark, intricately embroidered collar and matching sleeve details. Replace the simple hairstyle with an elaborate updo adorned with ornate floral hairpieces, red ribbons, and decorative green and pink floral accents. Enhance the earrings with larger, more intricate designs featuring pearls and dark gemstones. Apply richer, more dramatic makeup with defined eyes, subtle contouring, and a muted lip color suitable for a historical setting. Adjust the background to a dimly lit, traditional interior with warm, muted tones and soft, diffused lighting to match the period aesthetic. Maintain the same facial expression, head position, and camera framing while enhancing the overall atmosphere with cinematic color grading and depth of field."}
{"sample_id": "heldout1000_0353", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_50-Scene-560_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_50-o/31_50-Scene-560_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_50-o/31_50-Scene-560_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_50-o/31_50-Scene-560_part1.mp4", "instruction": "Transform the daytime outdoor scene into a cinematic nighttime fantasy setting. Replace the clear or cloudy sky with a dark, starry night sky. Change the characters' modern casual clothing into elaborate traditional or fantasy-style attire: the woman on the left wears a dark, layered robe with a sash, and the woman on the right wears a flowing pink and gold embroidered dress with braided hair. Add ambient moonlight and soft glow effects to the scene, enhancing the atmosphere with a cool blue and purple color grade. Introduce a traditional wooden pavilion or market structure in the background with lanterns, replacing the modern building. Keep the same camera angle, character positions, and foreground foliage, but enhance the lighting to create a mystical, ethereal mood with deep shadows and subtle light sources from lanterns and the stars."}
{"sample_id": "heldout1000_0354", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__3-Scene-0745_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/3-o/3-Scene-0745_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/3-o/3-Scene-0745_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/3-o/3-Scene-0745_part1.mp4", "instruction": "Enhance the scene with futuristic sci-fi elements: replace the plain indoor background with a high-tech, illuminated environment featuring glowing panels and holographic displays. Add a translucent, glowing blue tube-like object extending from the man's mouth, suggesting advanced technology or a neural interface. Introduce a white, geometric facial patch on the woman's forehead, indicating cybernetic augmentation. Enhance the lighting with cool, ambient blue and purple hues to create a futuristic atmosphere. Maintain the original character positions, expressions, and camera framing while upgrading the materials and textures to appear more advanced and metallic, with subtle reflections and digital effects. Preserve the overall composition and timing, but enrich the visual details to reflect a high-tech, cinematic sci-fi setting."}
{"sample_id": "heldout1000_0355", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_02-Scene-427_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_02-o/31_02-Scene-427_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_02-o/31_02-Scene-427_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_02-o/31_02-Scene-427_part1.mp4", "instruction": "Transform the modern indoor setting with a blue abstract wall into a rugged, moss-covered fantasy cave with natural rock formations and ambient lighting. Replace the plain white pedestal with a tall, ornate stone column topped with a glowing blue crystal orb. Change the characters' contemporary business attire into elaborate fantasy robes with intricate embroidery, layered fabrics, and metallic accents; add ornate headwear with horns or feathers. Replace the simple yellow headbands with detailed ceremonial headdresses. Replace the mundane lamp and vase with mystical staffs and ritualistic artifacts. Enhance the lighting to create a warm, atmospheric glow with soft shadows and magical highlights. Add subtle mist or particle effects to the air to increase the mystical ambiance. Maintain the same character positions, camera angle, and shot composition."}
{"sample_id": "heldout1000_0356", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_063768", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__ballet__8933628_anastasia__shuraeva.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__ballet__8933628_anastasia__shuraeva.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__art__ballet__8933628_anastasia__shuraeva_2.mp4", "instruction": "Reimagine the video in a high-contrast, cinematic neo-noir aesthetic with deep shadows, dramatic chiaroscuro lighting, and a desaturated color palette punctuated by glowing white highlights on the pointe shoes."}
{"sample_id": "heldout1000_0357", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_48-Scene-461_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_48-o/32_48-Scene-461_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_48-o/32_48-Scene-461_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_48-o/32_48-Scene-461_part3.mp4", "instruction": "Enhance the scene by replacing the simple black hair accessory with an ornate, silver, jewel-encrusted headpiece that matches the traditional attire. Upgrade the modern casual clothing to elaborate traditional robes with layered fabric, intricate blue and white patterns, and flowing sleeves. Replace the urban street background with a misty, mountainous landscape featuring soft, diffused lighting and atmospheric haze. Apply cinematic color grading with a cool, ethereal tone to enhance the fantasy atmosphere, while preserving the subject's pose, facial expression, and camera framing."}
{"sample_id": "heldout1000_0358", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_26-Scene-146_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_26-o/24_26-Scene-146_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_26-o/24_26-Scene-146_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_26-o/24_26-Scene-146_part1.mp4", "instruction": "Enhance the scene with a cool, surreal blue color grade, intensifying the atmospheric mood and deepening shadows. Amplify the density and luminosity of the blossoms on the trees, making them appear more ethereal and uniform, with a focus on white and purple hues. Add a misty, dreamlike atmosphere to the background mountains and sky, reducing visible detail to create a more abstract, cinematic landscape. Introduce a stone pathway winding through the foreground, surrounded by lush green moss and vibrant purple flowering shrubs. Enhance the ground with subtle textures and reflective surfaces, and add a soft glow to the blossoms to create a magical, otherworldly effect. Maintain the original camera motion, shot scale, and scene layout while elevating the visual style to a high-cost cinematic aesthetic."}
{"sample_id": "heldout1000_0359", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_021029", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__teamwork__5200361_max_fischer.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__teamwork__5200361_max_fischer.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__teamwork__5200361_max_fischer_3.mp4", "instruction": "Let it embody the appearance of a humanoid alien with green skin, glowing yellow eyes, and intricate facial textures, rendered in a photorealistic 3D style."}
{"sample_id": "heldout1000_0360", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_63-Scene-040_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_63-o/35_63-Scene-040_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_63-o/35_63-Scene-040_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_63-o/35_63-Scene-040_part2.mp4", "instruction": "Transform the modern casual attire into elaborate traditional Chinese robes with intricate embroidery and rich textures, replacing the plain gray t-shirt and blue long-sleeve shirt with detailed gray silk garments featuring floral patterns. Change the modern white conical hats into ornate red ceremonial hats with metallic trim and tassels. Replace the simple indoor background with a grand, dimly lit palace interior featuring wooden lattice doors, carved panels, and traditional architectural details. Enhance the lighting to dramatic, warm, cinematic tones with soft shadows and golden highlights, emphasizing the richness of the costumes and setting. Maintain the same character poses, facial expressions, hand gestures, and camera framing. Add subtle atmospheric haze to deepen the scene's mood and historical authenticity."}
{"sample_id": "heldout1000_0361", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_17-Scene-404_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_17-o/24_17-Scene-404_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_17-o/24_17-Scene-404_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_17-o/24_17-Scene-404_part3.mp4", "instruction": "Transform the natural outdoor park background into a soft, blurred, ethereal landscape with muted earthy tones, suggesting a mystical or ancient setting. Enhance the character's makeup with more defined, dramatic eye shadow and a richer, deeper lip color. Replace the simple hairstyle with an intricate updo featuring braided elements and add delicate, dangling white earrings. Introduce a small, ornate white hair accessory at the crown of the head. Maintain the same facial expression, camera angle, and shot scale. Apply a cinematic color grade with cooler tones and increased contrast to enhance the fantasy atmosphere, while preserving the character's identity and motion."}
{"sample_id": "heldout1000_0362", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_05-Scene-619_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_05-o/24_05-Scene-619_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_05-o/24_05-Scene-619_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_05-o/24_05-Scene-619_part1.mp4", "instruction": "Transform the simple indoor setting into an ornate, theatrical stage with rich red and gold architectural details, including tiered balconies, decorative pillars, and intricate carvings. Replace the plain white hanging objects with glowing lanterns and chandeliers to create dramatic, warm lighting. Change the characters' modern casual clothing into elaborate traditional costumes: the woman on the left wears a white robe with gold trim, while the woman on the right wears a white and red layered hanbok with intricate patterns and a high, styled hairdo with accessories. Replace the simple white box with a tall, ornate golden chest with detailed engravings. Enhance the color scheme with vibrant, saturated tones and rich textures. Maintain the same camera angle, character positions, and actions, preserving the scene's layout and timing."}
{"sample_id": "heldout1000_0363", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_27-Scene-478_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_27-o/32_27-Scene-478_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_27-o/32_27-Scene-478_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_27-o/32_27-Scene-478_part1.mp4", "instruction": "Transform the scene into a cinematic, period-style setting by replacing the light blue and white archway with a richly detailed, deep red traditional Chinese-style gate featuring ornate wooden brackets and tiled roofing. Replace the modern casual clothing of the person in the foreground with a flowing, light blue traditional robe and an elaborate black hairpiece. Remove the modern street elements and replace them with period-appropriate details such as stone pavement and decorative lanterns. Enhance the wall texture to appear more aged and weathered, with visible brickwork and plaster. Adjust the lighting to a soft, diffused overcast tone with muted color grading to evoke a historical atmosphere. Add subtle atmospheric haze and deepen the shadows to increase depth and drama. Keep the camera motion, shot scale, and overall composition unchanged."}
{"sample_id": "heldout1000_0364", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_14-Scene-116_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_14-o/33_14-Scene-116_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_14-o/33_14-Scene-116_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_14-o/33_14-Scene-116_part1.mp4", "instruction": "Enhance the background by replacing the bright, blurred green floral setting with a dreamy, softly focused backdrop of blooming pink cherry blossoms, creating a romantic and ethereal atmosphere. Increase the dramatic lighting on the character's face, adding subtle highlights and deeper shadows to emphasize facial contours and emotional intensity. Adjust the color grading to a cooler, more cinematic tone with enhanced contrast and desaturated greens, while preserving the character's identity, pose, and camera framing. Maintain the same shot scale and composition, ensuring the character remains centered and the overall scene semantics are preserved."}
{"sample_id": "heldout1000_0365", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_9-Scene-0179_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_9-o/22_9-Scene-0179_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_9-o/22_9-Scene-0179_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_9-o/22_9-Scene-0179_part2.mp4", "instruction": "Transform the scene from a stylized, glowing forest into a realistic, dense jungle environment. Replace the character's modern outfit with a rugged, earth-toned explorer's attire, including a wide-brimmed hat and practical clothing. Remove the glowing green orbs surrounding the character and replace them with natural elements such as floating seed pods or fruit. Enhance the background with rich, detailed foliage, including large banana leaves, ferns, and thick undergrowth, rendered with realistic textures and natural lighting. Adjust the lighting to soft, diffused daylight filtering through the canopy, creating dappled shadows and a misty atmosphere. Ground all elements to the natural environment—ensure the character walks on a dirt path surrounded by organic debris, and the floating objects are now suspended from vines or trees. Apply a desaturated, earthy color palette with muted greens, browns, and grays to evoke a grounded, cinematic jungle setting. Preserve the camera motion, shot scale, and character's position and movement throughout the sequence."}
{"sample_id": "heldout1000_0366", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_6-Scene-0180_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_6-o/26_6-Scene-0180_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_6-o/26_6-Scene-0180_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_6-o/26_6-Scene-0180_part2.mp4", "instruction": "Replace the casual beige fedora with a sleek black fedora hat. Change the dark jacket into a long, structured gray trench coat with a visible inner vest. Add a dark tie under the collar of the light blue shirt. Transform the modern, overcast street background into a grand, classical stone building facade with arched windows and ornate details. Replace the contemporary cars and casual park setting with vintage vehicles and a cobblestone plaza. Introduce a vintage-style street lamp and a stone balustrade in the foreground. Adjust the lighting to be dramatic and high-contrast with deep shadows and soft highlights, enhancing the moody atmosphere. Desaturate the colors slightly to achieve a classic film noir aesthetic. Soften the facial features to appear more intense and stylized, and remove the backpack to emphasize a formal, mysterious persona. Maintain the same camera motion, shot scale, and character pose throughout the sequence."}
{"sample_id": "heldout1000_0367", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_06-Scene-041_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_06-o/35_06-Scene-041_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_06-o/35_06-Scene-041_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_06-o/35_06-Scene-041_part2.mp4", "instruction": "Transform the modern outdoor setting into an ornate traditional Chinese courtyard with red-painted wooden architecture, intricate lattice windows, and tiled roofs. Replace the casual clothing with elaborate traditional garments: the woman on the left wears a soft pink Hanfu with embroidered cuffs, and the woman on the right wears a layered brown and gray robe with a sash. Add traditional hairpins and accessories to their updos. Replace the modern white lantern with a classic Chinese stone lantern. Enhance the lighting to be warm and atmospheric, with soft shadows and a golden-hour glow. Maintain the same camera angle, character positions, and interaction, preserving the scene's composition and timing. Add subtle atmospheric effects like floating cherry blossom petals and a slightly hazy, cinematic depth to the background."}
{"sample_id": "heldout1000_0368", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_49-Scene-021_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_49-o/31_49-Scene-021_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_49-o/31_49-Scene-021_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_49-o/31_49-Scene-021_part1.mp4", "instruction": "Transform the scene into a grand, ornate palace interior with richly decorated architecture. Replace the plain walls and simple drapes with intricate wooden carvings, golden embellishments, and luxurious red and purple drapery. Enhance the ceiling with elaborate patterns and hanging fabric. Replace the simple green cabinet with a golden, ornate structure. Add large, carved golden lion statues at the base of the pillars. Replace the character's white casual outfit with a vibrant red traditional robe with detailed embroidery. Introduce a majestic golden throne with intricate designs on the raised platform. Add warm, dramatic lighting with glowing lanterns and ambient red and gold tones to create a regal atmosphere. Maintain the character's position, movement, and camera angle while enhancing the environment and costume with period-appropriate, cinematic details."}
{"sample_id": "heldout1000_0369", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_051942", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__bass__8042843_antoni_shkraba_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__bass__8042843_antoni_shkraba_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_style1__art__bass__8042843_antoni_shkraba_production_1.mp4", "instruction": "Immerse the scene in the breathtaking beauty of a cosmic ocean. The subject is bathed in the soft, ethereal glow of these cosmic structuresd. Sparkling star clusters and faint, glowing stardust drift through the scene like celestial fireflies. The atmosphere is awe-inspiring, wondrous, and profoundly beautiful."}
{"sample_id": "heldout1000_0370", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_05-Scene-271_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_05-o/32_05-Scene-271_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_05-o/32_05-Scene-271_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_05-o/32_05-Scene-271_part1.mp4", "instruction": "Transform the scene from a simple, digitally rendered outdoor setting to a richly detailed, cinematic traditional garden. Replace the plain, dark background with a vibrant, natural garden featuring lush pink blossoms and green foliage. Add an ornate, intricately carved white decorative wall on the right side of the frame, replacing the plain backdrop. Introduce a wooden lantern with a traditional design and a small stone table beside it, positioned near the wall. Enhance the lighting to be soft and natural, with diffused daylight that highlights the textures of the costumes, flowers, and stone. Maintain the characters' traditional attire and hairstyles, but enrich the fabric with subtle sheen and realistic folds. Preserve the black arched bridge and its structure, but add realistic reflections and weathering to the railings. Keep the characters' positions, movements, and interactions unchanged, ensuring the scene composition remains consistent with the original layout. Add atmospheric depth with soft shadows and a gentle haze to enhance the period ambiance."}
{"sample_id": "heldout1000_0371", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_38-Scene-251_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_38-o/35_38-Scene-251_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_38-o/35_38-Scene-251_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_38-o/35_38-Scene-251_part2.mp4", "instruction": "Transform the modern, casual setting into a richly detailed historical interior by replacing the computer monitor with a traditional black lacquered screen displaying a floral painting. Enhance the background with ornate wooden architecture, heavy silk drapes, and warm ambient lighting from hanging lanterns. Upgrade the characters' clothing to elaborate traditional robes with intricate embroidery and period-appropriate hairstyles. Replace the modern desk and household items with antique furniture and ceremonial objects, including a red lacquered box and a small incense burner. Add soft, atmospheric lighting with deep shadows and golden highlights to create a dramatic, cinematic mood. Maintain the original camera angle, character positions, and scene composition while enriching textures, materials, and visual depth."}
{"sample_id": "heldout1000_0372", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_6-Scene-1798_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_6-o/26_6-Scene-1798_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_6-o/26_6-Scene-1798_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_6-o/26_6-Scene-1798_part1.mp4", "instruction": "Transform the vibrant beach scene into a post-apocalyptic wasteland: replace the bright blue sky with a dark, overcast atmosphere and add thick black smoke rising from the wreckage on the beach. Replace the colorful beach umbrellas, towels, and chairs with scattered debris, broken structures, and twisted metal. Replace the casual beachgoers in swimwear and t-shirts with silhouetted figures in tattered, dark clothing, appearing as survivors. Replace the calm ocean with churning, dark gray waves. Replace the green palm tree and driftwood with scorched, broken remnants. Add a large, damaged futuristic craft on the beach, emitting smoke, and enhance the overall scene with desaturated, grim color grading, emphasizing grays, blacks, and muted browns. Preserve the original camera angle, layout, and character positions while introducing these cinematic, dystopian elements."}
{"sample_id": "heldout1000_0373", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_09-Scene-396_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_09-o/38_09-Scene-396_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_09-o/38_09-Scene-396_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_09-o/38_09-Scene-396_part1.mp4", "instruction": "Transform the modern, muted urban scene into a richly detailed historical or fantasy setting. Replace the plain white ribbons with colorful, flowing ceremonial ribbons in yellow, red, and white, anchored to the same points in the scene. Upgrade the contemporary building into an ornate traditional East Asian structure with dark wooden beams, tiled roof, decorative eaves, and hanging lanterns. Replace the casual clothing of the characters with elaborate traditional garments: the woman on the left wears a vibrant red and blue layered robe with intricate patterns, while the woman on the right wears a white and red traditional tunic with black accents and a sash. Add a wooden signboard with East Asian calligraphy above the entrance. Introduce a stone lantern in front of the building, matching the one in the low frame. Enhance the lighting to create a soft, atmospheric glow with subtle shadows, and enrich the color palette with deeper, more saturated tones. Add background figures in traditional attire standing near the entrance to suggest a ceremonial or social gathering. Maintain the same camera angle, character positions, and motion throughout the sequence."}
{"sample_id": "heldout1000_0374", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_54-Scene-075_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_54-o/35_54-Scene-075_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_54-o/35_54-Scene-075_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_54-o/35_54-Scene-075_part1.mp4", "instruction": "Convert the scene to black and white with a cool, desaturated tone to evoke a somber, timeless atmosphere. Enhance the lighting to create dramatic contrast, with soft highlights on the face and deep shadows in the background, emphasizing the subject's serene expression. Replace the simple, blurred indoor background with a richly detailed, dark, and ornate setting suggestive of a historical or fantasy interior, featuring intricate woodwork and ambient bokeh from distant light sources. Maintain the subject's relaxed pose and closed eyes, but elevate the clothing to appear more elaborate and period-appropriate, with subtle lace or embroidery details visible on the white garment. Preserve the original camera angle and framing, ensuring the subject remains the focal point with a shallow depth of field that blurs the background while keeping the face sharp. Add a subtle atmospheric haze to deepen the mood and enhance the cinematic quality."}
{"sample_id": "heldout1000_0375", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_050472", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__social__7969429_george_pak.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__social__7969429_george_pak.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_style1__social__social__7969429_george_pak_2.mp4", "instruction": "Immerse the scene in the breathtaking beauty of a cosmic ocean. The subject is bathed in the soft, ethereal glow of these cosmic structuresd. Sparkling star clusters and faint, glowing stardust drift through the scene like celestial fireflies. The atmosphere is awe-inspiring, wondrous, and profoundly beautiful."}
{"sample_id": "heldout1000_0376", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_38-Scene-095_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_38-o/35_38-Scene-095_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_38-o/35_38-Scene-095_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_38-o/35_38-Scene-095_part1.mp4", "instruction": "Transform the modern casual attire into ornate, embroidered green traditional robes with intricate floral patterns and decorative jewelry. Replace the plain background with a richly decorated interior featuring dark wood paneling, hanging lanterns, and traditional furnishings. Upgrade the small potted plant and mug to elaborate floral arrangements and ceremonial vases. Enhance the lighting to be warm, dramatic, and stylized with soft shadows and golden highlights, evoking a historical or period atmosphere. Maintain the same camera angle, character positions, and interaction dynamics while adding luxurious textures, detailed embroidery, and atmospheric depth to the scene."}
{"sample_id": "heldout1000_0377", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_31-Scene-307_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_31-o/32_31-Scene-307_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_31-o/32_31-Scene-307_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_31-o/32_31-Scene-307_part1.mp4", "instruction": "Transform the casual modern hairstyle into an elaborate ancient-style topknot with a golden hairpin, replacing the simple black top with ornate period attire featuring green and gold patterns. Enhance the background with blurred figures in traditional clothing and a natural outdoor setting, adding dramatic, warm lighting that highlights the character's face and hair. Maintain the same facial expression, camera angle, and shot scale while upgrading the overall visual quality with richer textures, deeper colors, and cinematic atmosphere."}
{"sample_id": "heldout1000_0378", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_46-Scene-092_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_46-o/35_46-Scene-092_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_46-o/35_46-Scene-092_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_46-o/35_46-Scene-092_part2.mp4", "instruction": "Transform the modern interior setting into an ornate, traditional East Asian palace chamber. Replace the plain green walls with intricately carved wooden panels, latticed screens, and decorative lattice windows. Substitute the modern sofa and coffee table with low, dark wooden furniture including a carved bench, a lacquered low table, and patterned cushions. Replace the plain carpet with a richly patterned, colorful rug. Update the characters' clothing: change the casual dresses into elaborate traditional robes with intricate embroidery, flowing sleeves, and layered fabrics—specifically, the central figure wears a vibrant purple robe with gold trim, while the seated figure wears a pink robe with floral patterns. Add traditional accessories: hair ornaments, fans, and jade pendants. Introduce period-appropriate props: porcelain vases, incense burners, and stacked books. Enhance lighting to be warm and dramatic, with sunlight streaming through latticed windows and soft shadows cast by architectural details. Adjust the color palette to rich, saturated tones—deep reds, golds, purples, and greens—typical of historical dramas. Maintain the characters' positions, postures, and interactions, preserving the original camera motion, shot scale, and timing. Add atmospheric depth with subtle haze and soft light diffusion to enhance the grandeur and period authenticity."}
{"sample_id": "heldout1000_0379", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_48-Scene-531_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_48-o/34_48-Scene-531_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_48-o/34_48-Scene-531_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_48-o/34_48-Scene-531_part1.mp4", "instruction": "Transform the modern indoor setting into a traditional East Asian courtyard or hall with dark wooden architecture, lattice windows, and hanging lanterns. Replace the casual clothing with elaborate period costumes: the woman wears a flowing white and grey hanfu with a dark sash and hair adorned with ornate hairpins, while the man wears a layered dark blue and grey robe with intricate sleeve details and a traditional hairstyle. Replace the coffee table with a low wooden table set with traditional tea wares, snacks, and decorative items. Enhance the lighting to be dim and atmospheric, with warm glows from hanging lanterns and soft backlighting from lattice windows. Add subtle mist or haze to the air to deepen the mood. Keep the characters' positions, poses, and interaction unchanged, preserving the original camera angle and framing."}
{"sample_id": "heldout1000_0380", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_022739", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0141__5de4a71223f37250e17cb0cc17f5933b.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0141__5de4a71223f37250e17cb0cc17f5933b.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0141__5de4a71223f37250e17cb0cc17f5933b_1.mp4", "instruction": "Render the scene in a soft, pastel-colored children’s storybook style with gentle shading and whimsical details, like floating thought bubbles above the man’s head."}
{"sample_id": "heldout1000_0381", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_15-Scene-173_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_15-o/35_15-Scene-173_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_15-o/35_15-Scene-173_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_15-o/35_15-Scene-173_part1.mp4", "instruction": "Replace the modern, translucent conical hat with a traditional red woven hat featuring a white trim and a decorative top finial. Change the blue and black collared outfit to a dark, high-collared period garment with intricate black embroidery on the sleeves. Replace the black knife with a silver-bladed dagger with a simple hilt. Modify the background to an ornate, richly decorated interior with red walls, golden accents, and traditional architectural details. Add a long, braided black ponytail extending from the back of the head. Adjust the lighting to dramatic, warm, cinematic illumination with strong contrast and depth, enhancing the period atmosphere. Preserve the subject's pose, facial expression, and camera framing."}
{"sample_id": "heldout1000_0382", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_21-Scene-453_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_21-o/32_21-Scene-453_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_21-o/32_21-Scene-453_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_21-o/32_21-Scene-453_part1.mp4", "instruction": "Transform the modern casual attire into traditional, ornate historical clothing with intricate patterns and layered fabric, including a high-collared robe with dark trim. Style the hair into a formal topknot secured with a metallic hairpin, replacing the natural hairstyle. Replace the blurred, abstract green background with a dimly lit, authentic historical interior featuring wooden architecture, paper screens, and soft ambient lighting. Enhance the lighting to be dramatic and moody, with directional shadows and a cool color grade to emphasize the period atmosphere. Maintain the subject's facial expression, pose, and camera framing while upgrading the overall visual fidelity and production design to match a cinematic historical drama."}
{"sample_id": "heldout1000_0383", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_31-Scene-176_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_31-o/35_31-Scene-176_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_31-o/35_31-Scene-176_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_31-o/35_31-Scene-176_part1.mp4", "instruction": "Transform the modern, casual attire into ornate traditional clothing with rich, dark blue fabric and intricate white floral embroidery. Replace the plain bedroom background with a period-appropriate interior featuring wooden furnishings and soft, diffused lighting typical of historical dramas. Enhance the lighting to create a warm, atmospheric glow with subtle shadows, emphasizing the texture of the fabric and the depth of the scene. Add a red hair accessory to the woman's dark, styled hair, and maintain the same pose, facial expression, and camera angle. Preserve the hand position and the object held in the hand, but stylize it to match the historical aesthetic. Ensure the overall composition remains unchanged while upgrading the visual quality, color grading, and production design to a cinematic, period-fantasy style."}
{"sample_id": "heldout1000_0384", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_43-Scene-127_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_43-o/33_43-Scene-127_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_43-o/33_43-Scene-127_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_43-o/33_43-Scene-127_part1.mp4", "instruction": "Transform the character's appearance into a cinematic, period-style look: replace the simple headwear with an ornate, silver ceremonial hat featuring intricate carvings and a horizontal blade-like extension; style the hair into a sleek, dark, traditional topknot with long side hair; replace the casual clothing with a detailed, patterned robe in muted blue and white tones; replace the neutral, abstract background with a dark, stylized, ornate lattice structure suggesting a palace or temple interior; enhance lighting to dramatic, cool-toned, high-contrast illumination with soft shadows to emphasize the character's facial features and costume details; maintain the same facial expression, head position, and camera framing."}
{"sample_id": "heldout1000_0385", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_41-Scene-371_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_41-o/39_41-Scene-371_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_41-o/39_41-Scene-371_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_41-o/39_41-Scene-371_part1.mp4", "instruction": "Enhance the scene by replacing the simple hair accessory with an ornate, golden headdress featuring intricate filigree, gemstones, and a central pendant. Transform the plain background into a richly decorated interior with warm, ambient lighting from candles and a large, sculpted golden phoenix lantern. Upgrade the modern casual attire to an elaborate period costume with layered, textured fabrics in deep green and gold, accented with a yellow collar. Add subtle atmospheric haze to enhance depth and mood. Maintain the subject's facial expression, pose, and camera framing while enriching the lighting with warm, cinematic tones and soft shadows to emphasize the luxurious setting."}
{"sample_id": "heldout1000_0386", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__19-Scene-0817_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/19-o/19-Scene-0817_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/19-o/19-Scene-0817_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/19-o/19-Scene-0817_part1.mp4", "instruction": "Transform the scene into a futuristic, high-tech environment by replacing the office-style ceiling with a grid of illuminated panels and dark structural beams. Add a cybernetic helmet with red glowing visor and metallic accents to the male character, replacing his regular hairstyle. Enhance the female character's outfit with dark, textured, high-tech fabric and subtle armored details on her shoulders. Adjust the lighting to be cool, diffused, and dramatic, with strong contrast and a desaturated color grade to emphasize a sci-fi atmosphere. Maintain the same camera angle, character positions, and interaction, preserving the original layout and action."}
{"sample_id": "heldout1000_0387", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__4-Scene-0201_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/4-o/4-Scene-0201_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/4-o/4-Scene-0201_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/4-o/4-Scene-0201_part1.mp4", "instruction": "Enhance the scene with a cinematic, moody atmosphere by applying a desaturated, cool-toned color grading that emphasizes shadows and depth. Introduce subtle ambient lighting from the large windows to create a soft, diffused glow on the characters and table, enhancing the sense of a high-end, atmospheric dining environment. Elevate the background by adding a faint, stylized haze or mist outside the windows to suggest a dramatic, overcast cityscape or coastal setting. Enhance the characters' clothing with richer textures and subtle sheen—add a slight shimmer to the man's blazer and the woman's scarf, and refine the pattern on the woman's dress to appear more intricate and luxurious. Add a soft, natural-looking motion blur to the background figures to create depth and focus on the foreground. Slightly increase the contrast and saturation of the wine glass and tableware to make them appear more polished and reflective, while preserving the overall realism of the setting. Maintain the original layout, identities, actions, and camera motion, ensuring the transformation feels immersive and stylistically elevated without altering the scene's core semantics."}
{"sample_id": "heldout1000_0388", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_013856", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__4200440_michelangelo_buonarroti.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__4200440_michelangelo_buonarroti.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__conference__4200440_michelangelo_buonarroti_1.mp4", "instruction": "Imagine it as if it were a photorealistic depiction of a woman wearing a wide-brimmed hat with an orange glow around the edge, paired with a deep teal outfit that has a plunging neckline, exuding a mysterious and futuristic vibe."}
{"sample_id": "heldout1000_0389", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_48-Scene-022_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_48-o/34_48-Scene-022_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_48-o/34_48-Scene-022_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_48-o/34_48-Scene-022_part1.mp4", "instruction": "Transform the modern, minimalist interior into a grand, historical hall with ornate architectural details, including stone pillars, carved reliefs, and a large mural depicting mythological figures. Replace the plain walls with richly decorated surfaces and add traditional lanterns as light sources. Enhance the lighting to create dramatic, stylized illumination with warm, golden tones and strong contrasts. Upgrade the characters' attire to elaborate historical costumes with intricate embroidery, flowing fabrics, and ornate headpieces. Add period-appropriate accessories such as jade pendants and ceremonial belts. Replace the simple potted plants with decorative stone lanterns and ornamental vases. Introduce atmospheric effects like soft mist and subtle lens flares to enhance the cinematic mood. Maintain the original character positions, actions, and camera motion while enriching the visual details to match a high-production fantasy or historical setting."}
{"sample_id": "heldout1000_0390", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__29_02-Scene-441_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/29_02-o/29_02-Scene-441_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/29_02-o/29_02-Scene-441_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/29_02-o/29_02-Scene-441_part1.mp4", "instruction": "Transform the modern office setting into a traditional Chinese-style room by replacing the plain gray wall with dark wooden lattice windows that allow soft natural light to filter through. Replace the modern office furniture with traditional wooden furniture: change the metal desk into a low wooden table with carved legs, and replace the office chairs with wooden stools. Change the characters' clothing from modern business attire to traditional Chinese robes with dark, layered fabrics and subtle embroidery. Replace the stacks of papers and digital devices on the table with neatly arranged stacks of ancient books and scrolls. Add traditional decorative elements such as a hanging scroll on the wall and a small statue or incense burner on the table. Enhance the atmosphere with warm, diffused lighting and a slightly dim, moody ambiance to evoke a historical or period setting. Maintain the original camera angle, character positions, and actions, preserving the scene's layout and timing."}
{"sample_id": "heldout1000_0391", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_022186", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__scenery__wild__5993801_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__scenery__wild__5993801_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__scenery__wild__5993801_cottonbro_studio_2.mp4", "instruction": "Render the entire scene in a neon-drenched cyberpunk style with glowing green foliage, digital overlays on the trail, and the backpack emitting a faint data pulse as the hikers move forward."}
{"sample_id": "heldout1000_0392", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_053250", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__flowers__8102249_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__flowers__8102249_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__hobby__flowers__8102249_cottonbro_studio_1.mp4", "instruction": "Render the video in a futuristic fashion editorial style with digital holographic overlays, glowing fabric textures, and dynamic lighting that shifts with the subject’s movements."}
{"sample_id": "heldout1000_0393", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_27-Scene-703_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_27-o/34_27-Scene-703_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_27-o/34_27-Scene-703_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_27-o/34_27-Scene-703_part1.mp4", "instruction": "Transform the modern casual attire into ornate traditional clothing: replace the gray t-shirt with a richly patterned dark blue robe featuring red trim and intricate geometric embroidery. Add a golden, jeweled crown with blue gemstones to the character's topknot hairstyle. Replace the neutral office-like background with a historical setting featuring stone architecture, red-capped attendants in period robes, and a large painted banner in the background. Enhance the lighting to be dramatic and stylized, with soft shadows and warm ambient tones to emphasize the period atmosphere. Maintain the same camera angle, character pose, and facial expression while upgrading the costume, headpiece, background, and lighting to match a cinematic historical drama aesthetic."}
{"sample_id": "heldout1000_0394", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_057550", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0309__d9e0e5f325d28cf14c83f1f0cdd25edf.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0309__d9e0e5f325d28cf14c83f1f0cdd25edf.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0309__d9e0e5f325d28cf14c83f1f0cdd25edf_2.mp4", "instruction": "Reimagine the city as a surreal, dreamlike urban maze where the streets shift when no one is looking, and the bus stop is a portal to another dimension."}
{"sample_id": "heldout1000_0395", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_05-Scene-324_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_05-o/32_05-Scene-324_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_05-o/32_05-Scene-324_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_05-o/32_05-Scene-324_part1.mp4", "instruction": "Transform the modern, minimalist interior into an ornate, cinematic palace setting with dark, richly decorated walls, intricate lattice windows, and a grand canopy bed draped in heavy, patterned fabrics. Replace the simple white furniture with elaborate, dark wooden furnishings featuring gold accents and traditional carvings. Upgrade the characters' clothing to period-appropriate attire: the standing figure in a long, dark ceremonial robe with gold trim, the seated figure in a black traditional robe with intricate embroidery, and the kneeling figure in a flowing white gown with detailed lace. Enhance the lighting to be dramatic and moody, using warm torchlight and ambient glow from decorative lanterns to create deep shadows and highlights. Add symbolic and decorative elements such as ornate vases, ceremonial objects, and patterned rugs to enrich the scene. Maintain the original camera position, character poses, and spatial layout while elevating the visual style to a high-production, fantasy-inspired aesthetic."}
{"sample_id": "heldout1000_0396", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_070010", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0230__9d9911a174084046904b3508de6bffcc.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0230__9d9911a174084046904b3508de6bffcc.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0230__9d9911a174084046904b3508de6bffcc_1.mp4", "instruction": "Transform the Ferris wheel into a surreal, dreamlike installation with glowing translucent petals instead of cabins, pulsing in rhythm with ambient music."}
{"sample_id": "heldout1000_0397", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_28-Scene-364_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_28-o/35_28-Scene-364_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_28-o/35_28-Scene-364_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_28-o/35_28-Scene-364_part1.mp4", "instruction": "Transform the scene into a cinematic, period-style setting. Replace the casual blue striped shirt with a traditional off-white robe featuring subtle stitching details. Add a long, dark braid extending from the back of the shaved head, consistent with historical or fantasy styling. Enhance the background to a dark, textured environment with vertical fringed elements, suggesting a dramatic interior or ceremonial space. Adjust lighting to be moody and directional, casting soft shadows and highlighting the face with a cool, cinematic tone. Maintain the same head position, facial expression progression, and camera framing as the original, preserving the subject's identity and action while elevating the visual style to a high-production, atmospheric aesthetic."}
{"sample_id": "heldout1000_0398", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_040248", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__americanfootball__7177778_los_muertos_crew.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__americanfootball__7177778_los_muertos_crew.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__americanfootball__7177778_los_muertos_crew_2.mp4", "instruction": "Adopt the aesthetic of a cybernetic demon with glowing orange eyes, sharp horns, and intricate mechanical augmentations, rendered in a highly detailed, photorealistic style."}
{"sample_id": "heldout1000_0399", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_16-Scene-287_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_16-o/32_16-Scene-287_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_16-o/32_16-Scene-287_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_16-o/32_16-Scene-287_part2.mp4", "instruction": "Transform the scene into a richly detailed traditional Chinese setting by replacing the simple ceiling and modern-style trim with ornate wooden lattice and intricate carvings. Add a large red hanging sign with golden Chinese characters above the central figure. Replace the plain background with a grand interior featuring a large golden lotus statue, decorative shelves with ceremonial items, and traditional round windows with lattice patterns. Enhance the lighting with warm, dramatic ambient light and soft glows from lanterns and candles. Replace the casual clothing with elaborate traditional Chinese robes: the standing figure wears a flowing white robe with gold trim and a headpiece, while the seated figure wears a dark blue robe with intricate patterns. Replace the simple vase on the right with a large, ornate black incense burner with green gem inlays. Add sheer curtains and hanging tassels to the architectural elements. Increase color saturation and contrast to create a cinematic, period-accurate atmosphere, while preserving the original character positions, camera angle, and scene layout."}
{"sample_id": "heldout1000_0400", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_5-Scene-1129_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_5-o/26_5-Scene-1129_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_5-o/26_5-Scene-1129_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_5-o/26_5-Scene-1129_part1.mp4", "instruction": "Transform the character's hair from dark brown to long, straight, pale white, with a cool, ethereal tone. Change her clothing from a casual blue sweater to a dark, high-collared, formal garment with a sleek, structured silhouette. Enhance the lighting to be dramatic and moody, with deep shadows and a desaturated, cold color grade, emphasizing the character's pale skin and hair. Adjust the background to appear more minimal and stylized, with muted tones and subtle architectural details, while preserving the original composition, camera angle, and character positioning. Maintain the same facial expression and interaction with the other character, but elevate the overall atmosphere to a cinematic, fantasy-inspired aesthetic."}
{"sample_id": "heldout1000_0401", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_067538", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__shooting__9559162_mart__production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__shooting__9559162_mart__production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__sports__shooting__9559162_mart__production_1.mp4", "instruction": "Render the entire video in a futuristic glass interface aesthetic, where the phone becomes a holographic interface with floating data streams and the hand is partially translucent, revealing circuit-like veins."}
{"sample_id": "heldout1000_0402", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_29-Scene-016_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_29-o/31_29-Scene-016_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_29-o/31_29-Scene-016_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_29-o/31_29-Scene-016_part1.mp4", "instruction": "Transform the modern casual attire into traditional Chinese-style clothing: replace the gray t-shirt and white pants with a dark purple layered robe with black trim and wide sleeves for the man, and replace the orange and white shirt with a light blue and beige layered robe with intricate patterns and a sash for the woman. Change the simple background into a traditional wooden pavilion with a tiled roof, surrounded by lush green trees under bright daylight. Replace the contemporary hairstyle with traditional Chinese hairstyles—tied back with a black hairpin for the man and a low bun with decorative hairpins for the woman. Enhance the lighting to a vibrant, high-contrast daylight with soft shadows, and add atmospheric depth with visible foliage and sky. Maintain the same seated posture, camera angle, and interaction between the two individuals."}
{"sample_id": "heldout1000_0403", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_61-Scene-107_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_61-o/35_61-Scene-107_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_61-o/35_61-Scene-107_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_61-o/35_61-Scene-107_part1.mp4", "instruction": "Transform the modern setting into a traditional Chinese palace courtyard by replacing the abstract teal wall and red-tiled roof with a weathered stone wall and a golden-glazed tile roof with green trim. Enhance the clothing: replace the plain dark robes with elaborate Qing dynasty-style garments featuring intricate floral embroidery, silk textures, and layered fabrics. Add ornate accessories: style the women's hair with traditional hairpins and floral ornaments, and add a long braid with a decorative hair tie for the man. Introduce period-appropriate props: replace the modern phone with a folded silk fan. Adjust lighting to be soft, natural daylight with warm tones, enhancing the richness of the fabrics and stone textures. Maintain the same character positions, actions, and camera framing while enriching the atmosphere with historical authenticity and cinematic color grading."}
{"sample_id": "heldout1000_0404", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_3-Scene-0580_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_3-o/22_3-Scene-0580_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_3-o/22_3-Scene-0580_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_3-o/22_3-Scene-0580_part2.mp4", "instruction": "Replace the simple hair accessory with an ornate, period-style headpiece featuring intricate braiding and decorative elements. Transform the casual blue blouse into a richly patterned, dark-toned dress with elaborate embroidery and a high collar, evoking a historical or fantasy aesthetic. Enhance the background by adding golden accents to the existing columns, giving them a more classical and grand appearance. Upgrade the lighting to be more dramatic and cinematic, with warm, directional highlights and deeper shadows to emphasize texture and depth, while preserving the original composition, character positions, and camera framing."}
{"sample_id": "heldout1000_0405", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_27-Scene-226_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_27-o/35_27-Scene-226_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_27-o/35_27-Scene-226_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_27-o/35_27-Scene-226_part1.mp4", "instruction": "Transform the modern casual clothing into traditional Chinese attire: replace the blue t-shirt with a detailed, light-gray Qing dynasty-style robe with embroidered collar and cuffs. Replace the white flower hair accessory with an ornate, multi-layered floral hairpiece featuring pearls and jade. Change the white conical hats worn by the background figures to red, silk-covered ceremonial hats with golden finials. Update the background from a neutral indoor setting to a richly decorated palace interior with dark wood paneling, red drapery, and traditional lanterns. Enhance the lighting to a warm, dramatic, cinematic style with soft shadows and golden highlights. Replace the simple earrings with delicate, dangling jade earrings. Modify the hairstyle to a more elaborate, period-accurate updo with braided elements. Maintain the same camera angle, shot scale, character positions, and facial expressions. Preserve the overall composition and motion timing."}
{"sample_id": "heldout1000_0406", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_045615", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__food__recipe__8870911_antoni_shkraba_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__food__recipe__8870911_antoni_shkraba_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__food__recipe__8870911_antoni_shkraba_production_2.mp4", "instruction": "Apply a retro 1970s psychedelic aesthetic with swirling patterns, kaleidoscopic color shifts, and a slightly warped lens effect, making the kitchen appear dreamlike and surreal."}
{"sample_id": "heldout1000_0407", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_012291", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__workshop__3981866_gustavo_fring.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__workshop__3981866_gustavo_fring.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__hobby__workshop__3981866_gustavo_fring_2.mp4", "instruction": "Render the scene in a stylized, comic book aesthetic with bold black outlines, dramatic panel transitions, and speech bubbles capturing the instructor’s voice."}
{"sample_id": "heldout1000_0408", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_53-Scene-489_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_53-o/33_53-Scene-489_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_53-o/33_53-Scene-489_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_53-o/33_53-Scene-489_part1.mp4", "instruction": "Transform the modern office setting into an ornate, ancient palace interior with intricate metallic and stone carvings in the background. Replace the contemporary suit with elaborate traditional attire featuring richly patterned robes in deep red and gold, with detailed embroidery. Change the modern, short, light-colored hair into a long, dark, styled topknot secured with a decorative brown hairpin adorned with a circular jade-like ornament. Add a small, neatly groomed goatee and mustache to match the period look. Enhance the lighting to a dramatic, moody atmosphere with soft, directional light casting subtle shadows, emphasizing the textures of the costume and background. Maintain the same camera angle, shot scale, and character positioning, preserving the scene's composition and interaction."}
{"sample_id": "heldout1000_0409", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_048564", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__art__ukulele__9426006_katya_wolf.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__art__ukulele__9426006_katya_wolf.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__art__ukulele__9426006_katya_wolf_2.mp4", "instruction": "Transform the scene into a surreal, gravity-defying dream sequence where the couch floats in midair, the walls are made of melting clocks, and the boy’s socks drift upward like balloons."}
{"sample_id": "heldout1000_0410", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_24-Scene-200_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_24-o/38_24-Scene-200_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_24-o/38_24-Scene-200_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_24-o/38_24-Scene-200_part1.mp4", "instruction": "Transform the subject's modern, casual appearance into a cinematic, period-style warrior or nobleman. Replace the simple hairstyle with an elaborate traditional topknot adorned with an ornate metallic headpiece. Add a full beard and mustache with silver-gray highlights to match the aged, dignified look. Change the plain white shirt into a rich, dark traditional robe with deep maroon inner lining and intricate detailing. Replace the neutral, blurred background with a dimly lit, historical interior featuring wooden architecture, paper lanterns, and soft ambient lighting from windows. Enhance the lighting to be dramatic and moody, with strong contrast and directional shadows, emphasizing the subject's facial features and costume textures. Add subtle atmospheric haze to deepen the scene's depth and mood. Maintain the subject's pose, expression, and camera framing exactly as in the source."}
{"sample_id": "heldout1000_0411", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_35-Scene-301_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-301_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-301_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_35-o/32_35-Scene-301_part1.mp4", "instruction": "Transform the minimalist, modern interior into an opulent, traditional palace hall. Replace the plain white walls and simple furniture with richly decorated red and gold walls, ornate wooden pillars, and intricate carvings. Add heavy, patterned drapes with tassels and replace the modern lighting with warm, ambient light from traditional lanterns and chandeliers. Change the characters' contemporary clothing into elaborate traditional robes with flowing sleeves and detailed embroidery. Enhance the background with grand architectural elements such as a raised dais, ceremonial altars, and decorative screens. Introduce rich textures on surfaces, including gilded wood, silk fabrics, and polished stone. Increase color saturation and contrast to create a dramatic, cinematic atmosphere with deep reds, golds, and dark shadows. Add subtle atmospheric effects like soft haze or dust motes in the light beams to enhance depth and grandeur. Preserve the original camera angle, character positions, and movement timing while upgrading the visual fidelity and period styling."}
{"sample_id": "heldout1000_0412", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_36-Scene-005_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_36-o/24_36-Scene-005_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_36-o/24_36-Scene-005_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_36-o/24_36-Scene-005_part2.mp4", "instruction": "Enhance the scene to a cinematic, period-style aesthetic by replacing the plain beige wall with an ornate wooden interior featuring traditional lattice patterns and glowing red dot accents. Transform the casual gray hooded garment into a dark, flowing, high-collared cloak with a glossy, textured fabric. Add atmospheric lighting with soft backlighting and subtle ambient glows from the red dots, enhancing depth and mood. Introduce a decorative blue curtain on the left side of the frame and a framed artwork on the wall to enrich the setting. Maintain the character's posture, camera angle, and overall composition while upgrading materials, lighting, and background details to reflect a grand, stylized interior consistent with a fantasy or historical drama."}
{"sample_id": "heldout1000_0413", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__27-Scene-1532_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/27-o/27-Scene-1532_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/27-o/27-Scene-1532_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/27-o/27-Scene-1532_part1.mp4", "instruction": "Enhance the scene with cinematic lighting by adding dramatic, directional shadows and warm, moody ambient light from overhead fixtures, emphasizing depth and atmosphere. Upgrade the background to a richly detailed, vintage-style interior with ornate architectural elements and deep green paneling, suggesting a grand, period setting. Transform the clothing to reflect a 1940s-1950s aesthetic: the man in the center wears a tailored dark suit with a patterned tie, and the woman in the foreground has a refined, structured coat with subtle period styling. Introduce subtle, expressive facial reactions—wide eyes and slightly parted lips—conveying tension or surprise, while maintaining natural body language. Add a vintage microphone prop held by the man, reinforcing the period context. Apply a desaturated, filmic color grade with high contrast and grain to enhance the cinematic mood, all while preserving the original composition, camera motion, and character positions."}
{"sample_id": "heldout1000_0414", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_36-Scene-202_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_36-o/35_36-Scene-202_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_36-o/35_36-Scene-202_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_36-o/35_36-Scene-202_part2.mp4", "instruction": "Transform the modern, casual setting into a richly decorated traditional Chinese ceremonial hall. Replace the plain beige curtains with ornate red silk drapes featuring golden floral patterns. Change the neutral walls to intricate red wooden paneling with traditional lattice designs. Replace the simple white tablecloth with a luxurious red brocade tablecloth adorned with tassels and golden embroidery. Add elaborate ceremonial tableware, including red lacquered bowls, golden chopsticks, and ceremonial incense burners. Replace the characters' modern casual clothing with traditional Chinese attire: the central figure wears a vibrant red ceremonial robe with gold trim and a matching hat, while the others wear dark blue patterned robes with traditional collars and sashes. Introduce red lanterns hanging from the ceiling and warm, ambient lighting from paper lanterns to enhance the ceremonial atmosphere. Add symbolic elements such as a red ceremonial chair with golden embellishments and a backdrop of red fabric with golden patterns. Maintain the original camera angle, character positions, and scene layout while enhancing the materials, lighting, and cultural details to create a grand, period-accurate cinematic scene."}
{"sample_id": "heldout1000_0415", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_12-Scene-561_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_12-o/34_12-Scene-561_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_12-o/34_12-Scene-561_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_12-o/34_12-Scene-561_part1.mp4", "instruction": "Enhance the scene with cinematic lighting by increasing the intensity and color saturation of the background lighting, adding warm, dramatic glows from lanterns and ambient sources to create depth and atmosphere. Upgrade the characters' clothing to rich, period-accurate robes with detailed textures and layered fabrics—replace the simple white and blue garments with ornate, historically inspired attire featuring intricate patterns and natural dyes. Elevate the table setting by replacing the plain dishes with elaborate, traditional porcelain and lacquerware, and serve authentic period-appropriate food with vibrant colors and careful plating. Enhance the environment by enriching the building facade with detailed architectural elements such as carved wooden beams, decorative lattice, and traditional Chinese motifs, while adding atmospheric haze and soft volumetric lighting to deepen the sense of place. Maintain the original layout, character positions, actions, camera motion, and shot scale throughout."}
{"sample_id": "heldout1000_0416", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_041415", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__publicspeaking__7252130_mart__production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__publicspeaking__7252130_mart__production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__publicspeaking__7252130_mart__production_3.mp4", "instruction": "Remake it as a woman with long silver hair adorned with pearl accessories, wearing an intricately detailed dark robe with golden phoenix patterns, in a photorealistic style that emphasizes elegance and historical authenticity."}
{"sample_id": "heldout1000_0417", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_14-Scene-251_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_14-o/35_14-Scene-251_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_14-o/35_14-Scene-251_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_14-o/35_14-Scene-251_part1.mp4", "instruction": "Transform the modern casual clothing into traditional Chinese attire: replace the man's black and white shirt with a maroon, high-collared, long-sleeved robe with black trim and a belt, and replace his white conical hat with a red, pointed traditional hat. Replace the woman's beige top with a grey, high-collared traditional dress featuring intricate embroidery, a decorative collar, and a long necklace with tassels. Add traditional hair ornaments to her hair. Replace the neutral indoor background with a richly detailed traditional Chinese courtyard setting, including wooden architecture, greenery, and a yellow-tiled roof. Replace the contemporary furniture and floor with traditional wooden furniture and stone flooring. Enhance the lighting to a dramatic, warm, cinematic style with deep shadows and rich color grading, emphasizing the period atmosphere. Keep the same camera angle, shot scale, and character positions."}
{"sample_id": "heldout1000_0418", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_21-Scene-382_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_21-o/35_21-Scene-382_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_21-o/35_21-Scene-382_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_21-o/35_21-Scene-382_part1.mp4", "instruction": "Transform the subject's modern, casual hairstyle into an elaborate traditional updo with intricate braids and ornate floral hair accessories, including large pink and white blossoms with green leaves. Replace the simple blouse with a richly detailed, period-style garment featuring a high collar with colorful embroidery, a flowing light teal robe with floral patterns, and decorative shoulder accents. Enhance the background to a grand, opulent interior with warm, saturated colors, ornate architectural details, and soft, atmospheric lighting. Apply dramatic, cinematic color grading with deep shadows and vibrant highlights. Add subtle, stylized makeup with defined eyes, rosy cheeks, and glossy lips, and include a small red mark on the forehead. Maintain the subject's pose, camera angle, and motion throughout the transformation."}
{"sample_id": "heldout1000_0419", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_039052", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__photography__7080868_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__photography__7080868_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__hobby__photography__7080868_rdne_stock_project_2.mp4", "instruction": "Transform the video into a glowing, magical artifact display in a fantasy library, where the props and hands appear as enchanted relics illuminated by floating runes and golden light."}
{"sample_id": "heldout1000_0420", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_017765", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0110__4879a792930ffbb66cfdfa50714a2e7f.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0110__4879a792930ffbb66cfdfa50714a2e7f.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0110__4879a792930ffbb66cfdfa50714a2e7f_2.mp4", "instruction": "Transform the video into a warm, analog film aesthetic with slight grain, light leaks, and a soft vignette, as if captured on vintage 16mm film from the 1970s."}
{"sample_id": "heldout1000_0421", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_051673", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__photography__8031641_los_muertos_crew.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__photography__8031641_los_muertos_crew.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__photography__8031641_los_muertos_crew_1.mp4", "instruction": "Have it portray a mysterious sorcerer cloaked in deep blue robes, adorned with intricate designs, glowing red eyes, and surrounded by swirling magical energy, rendered in a dark fantasy, high-contrast artistic style."}
{"sample_id": "heldout1000_0422", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_16-Scene-678_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_16-o/24_16-Scene-678_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_16-o/24_16-Scene-678_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_16-o/24_16-Scene-678_part1.mp4", "instruction": "Replace the simple black headpiece with an ornate golden crown featuring intricate filigree and gemstone accents, styled atop a neatly groomed, slicked-back traditional hairstyle. Change the modern suit to rich, layered traditional attire with deep red and gold brocade patterns, including a high-collared robe with detailed embroidery. Transform the neutral indoor background into a grand, opulent palace interior with blurred architectural elements, soft ambient lighting, and a cool-toned, atmospheric backdrop suggesting a royal court. Enhance the lighting to be dramatic and cinematic, with soft highlights on the face and crown, and a warm, golden glow emanating from the crown and clothing. Maintain the subject's facial expression, pose, and camera framing, preserving the original shot scale and timing."}
{"sample_id": "heldout1000_0423", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_20-Scene-047_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_20-o/24_20-Scene-047_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_20-o/24_20-Scene-047_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_20-o/24_20-Scene-047_part1.mp4", "instruction": "Enhance the building's roof by introducing vibrant red and deep purple hues, particularly on the upper tiers and eaves, to create a rich, ornate appearance. Amplify the intricate decorative elements on the roof edges and facade, adding detailed carvings and embellishments to elevate the structure's grandeur. Introduce dramatic, high-contrast lighting with strong highlights and deep shadows to emphasize architectural details and create a cinematic atmosphere. Apply a stylized color grade with enhanced saturation and contrast, especially in the reds and purples, to give the scene a fantastical, period-inspired look. Maintain the original camera angle, building layout, and sky composition, but enrich the textures of the roof tiles and wooden surfaces to appear more polished and historically detailed. Add subtle atmospheric haze to enhance depth and mood without altering the scene's spatial structure."}
{"sample_id": "heldout1000_0424", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_22-Scene-025_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_22-o/31_22-Scene-025_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_22-o/31_22-Scene-025_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_22-o/31_22-Scene-025_part1.mp4", "instruction": "Transform the scene from a natural, everyday outdoor setting to a vibrant, fantastical garden with lush, saturated flowers in vivid purples, yellows, and greens. Replace the character's casual, neutral-toned clothing with an elaborate, fantasy-inspired white and light blue robe with intricate detailing. Upgrade the simple earrings to ornate, multi-tiered earrings featuring turquoise beads and white gemstones. Style the hair into a more elaborate, braided fantasy look with decorative elements. Enhance the makeup to be more dramatic and expressive, with defined eyes and soft, glowing skin. Modify the lighting to be more magical and stylized, with soft glows and highlights emphasizing the fantasy atmosphere. Shift the overall color palette to rich, saturated, and unnatural hues, enhancing the fantastical mood. In the wider shot, replace the modern, simplified building with a traditional, ornate East Asian-style pavilion featuring a tiled roof, decorative lanterns, and a prominent golden sign with Chinese characters. Add glowing green trees and ambient light effects to the background. Keep the character's position, camera motion, and scene layout unchanged."}
{"sample_id": "heldout1000_0425", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_11-Scene-604_part5", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_11-o/31_11-Scene-604_part5.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_11-o/31_11-Scene-604_part5.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_11-o/31_11-Scene-604_part5.mp4", "instruction": "Transform the modern indoor setting into a richly decorated ancient palace interior by replacing the plain wall and sofa with an ornate, carved wooden backdrop featuring a stylized dragon or beast motif. Enhance the lighting to a dramatic, warm, and stylized tone with strong highlights and deep shadows, emphasizing the grandeur of the scene. Replace the casual blue top worn by the person in the foreground with an elaborate traditional robe featuring intricate golden patterns and flowing sleeves, and add a detailed, ornate headpiece with a tall, white, tiered crown structure. Update the person in the background’s simple yellow top to a more elaborate traditional garment with matching decorative hairpins. Maintain the same camera angle, framing, and character positions, preserving their expressions and movements while upgrading the overall visual style to a cinematic, period-drama aesthetic with enhanced textures, materials, and atmospheric depth."}
{"sample_id": "heldout1000_0426", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_15-Scene-709_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_15-o/38_15-Scene-709_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_15-o/38_15-Scene-709_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_15-o/38_15-Scene-709_part2.mp4", "instruction": "Enhance the scene with a cinematic, moody atmosphere by applying a cool, desaturated color grade with deep shadows and subtle blue undertones. Introduce visible sweat droplets on the character's forehead and temples to convey emotional intensity or physical strain. Enhance the lighting to create a dramatic, low-key effect with soft rim lighting on the hair and side of the face, while keeping the background blurred and neutral. Maintain the character's natural facial expression and identity, preserving the original shot scale, camera motion, and layout. Add a faint, ethereal glow around the eyes to emphasize emotional depth, and subtly increase the contrast and texture of the skin to enhance realism and visual impact."}
{"sample_id": "heldout1000_0427", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_034290", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__coins__7578640_tima_miroshnichenko.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__coins__7578640_tima_miroshnichenko.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__hobby__coins__7578640_tima_miroshnichenko_2.mp4", "instruction": "Render the entire scene in a cyberpunk neon dream aesthetic with electric blue and magenta reflections, where the glasses act as AR lenses projecting holographic code, and the background dissolves into a digital city skyline."}
{"sample_id": "heldout1000_0428", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_006280", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0038__18fc2f7665591b3518b23cffcd4cf479.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0038__18fc2f7665591b3518b23cffcd4cf479.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0038__18fc2f7665591b3518b23cffcd4cf479_1.mp4", "instruction": "Transform the office into a surreal, Kafkaesque labyrinth where the walls shift, the monitor displays endless documents, and the man is trapped in a never-ending meeting."}
{"sample_id": "heldout1000_0429", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_54-Scene-225_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_54-o/33_54-Scene-225_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_54-o/33_54-Scene-225_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_54-o/33_54-Scene-225_part1.mp4", "instruction": "Transform the scene into a cinematic, period fantasy style. Replace the simple outdoor background with a misty, ancient forest setting with soft, diffused lighting and a cool color grade. Enhance the character's hairstyle by adding an ornate, silver-toned hairpiece with intricate detailing at the top of the bun. Upgrade the clothing to a traditional, flowing period robe with layered fabric, subtle embroidery, and a lavender and white color scheme. Adjust the lighting to be more dramatic and moody, with soft highlights on the face and hair, and a cool, ethereal atmosphere. Maintain the same camera angle, shot scale, and character positioning, preserving the original facial expression and gaze direction."}
{"sample_id": "heldout1000_0430", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_29-Scene-541_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_29-o/38_29-Scene-541_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_29-o/38_29-Scene-541_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_29-o/38_29-Scene-541_part1.mp4", "instruction": "Enhance the headwear by replacing the simple cap with an ornate, black ceremonial hat featuring intricate silver filigree and a decorative band. Upgrade the clothing to rich, period-appropriate attire with deep purple and black layered fabrics, including a textured collar and detailed trim. Transform the plain background into a traditional wooden lattice structure with warm, natural lighting, suggesting an ancient or historical setting. Introduce dramatic, expressive facial features with enhanced emotional depth, including pronounced eye lines and a sorrowful expression, while preserving the original camera angle, shot scale, and character positioning. Add atmospheric depth with soft shadows and ambient light to emphasize the cinematic quality."}
{"sample_id": "heldout1000_0431", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_44-Scene-214_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_44-o/31_44-Scene-214_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_44-o/31_44-Scene-214_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_44-o/31_44-Scene-214_part1.mp4", "instruction": "Transform the natural outdoor park setting into a vibrant, fantastical garden with lush, colorful flowering plants and ornate stone architecture in the background. Replace the modern white blouse with an elaborate traditional blue garment featuring intricate white patterns and flowing sleeves. Style the hair into a detailed braided updo with decorative elements. Upgrade the simple earrings to ornate, jewel-encrusted dangling earrings with a matching headpiece. Enhance the overall color palette with increased saturation and brightness, introducing rich purples, blues, and golden hues to create a magical, cinematic atmosphere. Maintain the same facial expression, camera angle, and shot composition."}
{"sample_id": "heldout1000_0432", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_37-Scene-134_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_37-o/31_37-Scene-134_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_37-o/31_37-Scene-134_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_37-o/31_37-Scene-134_part1.mp4", "instruction": "Transform the scene from a stylized, low-cost setting to a cinematic, fantasy-inspired environment. Replace the purple, abstract background with a natural outdoor setting featuring tall, realistic trees and blooming pink cherry blossoms under soft, diffused daylight. Replace the modern, light-colored building on the right with an ornate, traditional wooden pavilion with intricate carvings and a curved roof. Change the characters' contemporary white clothing into elaborate historical costumes: the character on the left wears a dark, layered outfit with a fur-lined cloak, while the character on the right wears a flowing white robe with traditional details. Add a large, decorative fan as a prop held by the character on the left. Enhance the lighting to a slightly surreal, ethereal glow with a cool color tone, increasing saturation and vibrancy to create a dreamlike atmosphere. Style the characters' hair into long, flowing ponytails with traditional accessories. Maintain the original camera angle, character positions, and scene layout while upgrading materials, textures, and production design to match a high-cost fantasy film aesthetic."}
{"sample_id": "heldout1000_0433", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_27-Scene-307_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_27-o/39_27-Scene-307_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_27-o/39_27-Scene-307_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_27-o/39_27-Scene-307_part1.mp4", "instruction": "Transform the modern indoor setting into a richly detailed historical courtyard with ornate red architecture and lush green foliage in the background. Replace the casual patterned shirt with traditional period attire featuring intricate embroidery and layered fabric. Add a formal black hairpiece with decorative elements to the character's styled hair. Enhance the lighting to create a warm, cinematic glow with soft bokeh highlights, and apply a vibrant color grade to emphasize the richness of the materials and atmosphere. Maintain the character's facial expression, head position, and camera framing throughout the transformation."}
{"sample_id": "heldout1000_0434", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_066158", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__education__9198656_mikhail_nilov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__education__9198656_mikhail_nilov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__hobby__education__9198656_mikhail_nilov_2.mp4", "instruction": "Transform the video into a high-definition holographic projection style with floating 3D data layers, glowing lines, and a dynamic interface overlay that responds to her actions."}
{"sample_id": "heldout1000_0435", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_041846", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__organization__7287775_kampus_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__organization__7287775_kampus_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__organization__7287775_kampus_production_2.mp4", "instruction": "Remake it as a demon-like warrior with red skin, sharp horns, and glowing eyes, dressed in dark blue robes with intricate red accents, wielding a large sword, in a highly detailed, dramatic, and fantastical artistic style reminiscent of Japanese folklore."}
{"sample_id": "heldout1000_0436", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_42-Scene-077_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_42-o/34_42-Scene-077_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_42-o/34_42-Scene-077_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_42-o/34_42-Scene-077_part1.mp4", "instruction": "Transform the modern urban scene into a historical period setting by replacing the green apartment-style building with a traditional Chinese-style structure featuring tiled roofs, wooden beams, and ornate eaves. Update the characters' clothing from modern casual and business attire to traditional robes and hats, with flowing fabrics and period-appropriate colors and patterns. Replace the modern car with a wooden cart covered in white cloth, and substitute modern props like shopping bags with historical items such as baskets and woven containers. Enhance the color palette to richer, more saturated tones with warm lighting and atmospheric depth, emphasizing natural materials and textures. Maintain the same camera angle, character positions, and group dynamics while adding subtle period-specific details like hanging lanterns and aged stone steps. Ensure the overall composition and scene layout remain unchanged, preserving the original action and spatial relationships."}
{"sample_id": "heldout1000_0437", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_35-Scene-277_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_35-o/38_35-Scene-277_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_35-o/38_35-Scene-277_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_35-o/38_35-Scene-277_part1.mp4", "instruction": "Replace the modern indoor office background with a rustic, dimly lit ancient marketplace setting featuring stone walls, wooden stalls, and a green canopy overhead. Change the man's blue t-shirt into a textured, earth-toned traditional robe with layered fabric and loose sleeves, and adjust his hairstyle to a long, flowing topknot with loose strands. Keep the woman's white shirt but add subtle period-appropriate fabric texture and a simple, loose-fitting design. Modify the lighting to be moody and atmospheric, with soft shadows and a cool, desaturated color grade to evoke a historical ambiance. Remove modern props like the blue folder and replace them with a simple wooden scroll or bamboo tablet. Add ambient details such as hanging cloth banners, wooden crates, and faint smoke or dust particles in the air to enhance the period atmosphere. Preserve the characters' positions, expressions, and gestures, as well as the camera angle and shot scale."}
{"sample_id": "heldout1000_0438", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_03-Scene-183_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_03-o/34_03-Scene-183_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_03-o/34_03-Scene-183_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_03-o/34_03-Scene-183_part1.mp4", "instruction": "Transform the modern, casual setting into a historical, cinematic scene by replacing the simple green outdoor background with a traditional garden featuring blooming cherry blossoms and stone structures. Change the woman's modern white blouse into an ornate, pastel pink traditional robe with delicate floral embroidery and layered sleeves. Enhance her hairstyle with intricate black buns adorned with golden hairpins and small floral ornaments. Add subtle, elegant earrings to complement the period look. Replace the abstract green geometric prop with a weathered, textured stone sculpture. Maintain the same camera angle, shot scale, and character positioning, preserving the original action and facial expressions. Apply soft, diffused lighting with a warm, cinematic color grade to enhance the atmosphere and depth, emphasizing the rich textures of the costume and environment."}
{"sample_id": "heldout1000_0439", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_34-Scene-206_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_34-o/34_34-Scene-206_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_34-o/34_34-Scene-206_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_34-o/34_34-Scene-206_part1.mp4", "instruction": "Transform the scene into a richly detailed historical Chinese setting. Replace the plain green canopy and curtains with ornate red drapery and a traditional wooden pavilion structure. Add hanging red lanterns on both sides of the stage. Replace the modern casual clothing of all characters with elaborate traditional Hanfu-style garments: the central male figure wears a detailed red and gold robe with armor elements, while the central female figure wears a flowing white and green robe with intricate embroidery. The surrounding characters wear period-appropriate robes in muted earth tones. Update the background to a bustling ancient Chinese street with traditional wooden buildings, tiled roofs, and vertical banners with Chinese calligraphy. Enhance the lighting to be warm and atmospheric, with soft shadows and ambient glow from the lanterns. Add subtle atmospheric haze to deepen the scene. Maintain the original camera position, character poses, and stage layout. The color palette should be vibrant and cinematic, emphasizing deep reds, golds, and rich earth tones."}
{"sample_id": "heldout1000_0440", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_000947", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0012__07a9839c017007d044acab96c6e233e7.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0012__07a9839c017007d044acab96c6e233e7.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0012__07a9839c017007d044acab96c6e233e7_2.mp4", "instruction": "Transform the scene into a surreal, dreamlike flower garden where the petals are made of stained glass, the leaves are floating mirrors, and the light refracts into rainbows."}
{"sample_id": "heldout1000_0441", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_22-Scene-603_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_22-o/38_22-Scene-603_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_22-o/38_22-Scene-603_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_22-o/38_22-Scene-603_part1.mp4", "instruction": "Transform the modern-style woman with a topknot and hairpin into a male character with a traditional East Asian hairstyle featuring a topknot secured with a wooden hairpin, adding a mustache and more rugged facial features. Replace her contemporary clothing with a dark, textured traditional robe with subtle patterns. Update the background to a lush, natural outdoor setting with green foliage and traditional thatched-roof structures, enhancing the atmosphere with soft, diffused natural lighting. Adjust the color palette to richer, more saturated earth tones with a cinematic grade, emphasizing depth and texture in materials. Maintain the same camera angle, shot scale, and facial expression dynamics, preserving the original layout and timing. The character in the background should also be updated to match the period style, wearing a traditional hat and robe, with consistent lighting and color grading across the scene."}
{"sample_id": "heldout1000_0442", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_055300", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__beachvolleyball__8230496_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__beachvolleyball__8230496_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__beachvolleyball__8230496_rdne_stock_project_1.mp4", "instruction": "Let it become a photorealistic depiction of an elf-like woman with long blonde hair, pointed ears, and intricate golden jewelry, dressed in a sleek black outfit with flowing fabric, exuding a mystical and regal aura."}
{"sample_id": "heldout1000_0443", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__9-Scene-1457_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/9-o/9-Scene-1457_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/9-o/9-Scene-1457_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/9-o/9-Scene-1457_part1.mp4", "instruction": "Transform the natural outdoor park setting into a grand, ancient African-inspired battlefield with stone structures and war banners in the background. Replace the modern, muted clothing with elaborate, culturally rich warrior attire: the woman wears a red and gold armored bodice with intricate metalwork and a golden collar; the central man wears a dark, textured cloak over a bare chest with a prominent golden pendant; the man on the right wears a blue and gold patterned cloak with metallic accents and a beaded necklace. Enhance the lighting to a dramatic, overcast atmosphere with soft, diffused light emphasizing the textures of the costumes and environment. Add a subtle, smoky atmosphere to deepen the scene's mood. Maintain the same character positions, expressions, and camera framing while upgrading the materials, color grading, and production design to a cinematic, high-fantasy standard."}
{"sample_id": "heldout1000_0444", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_023584", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__social__people__6129936_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__social__people__6129936_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__social__people__6129936_rdne_stock_project_2.mp4", "instruction": "Render the scene in a steampunk medical aesthetic with brass fittings, ticking clocks embedded in the walls, and the doctor operating with a mechanical stethoscope powered by steam and gears."}
{"sample_id": "heldout1000_0445", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_42-Scene-266_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_42-o/38_42-Scene-266_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_42-o/38_42-Scene-266_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_42-o/38_42-Scene-266_part1.mp4", "instruction": "Transform the modern casual appearance into a period fantasy style: replace the black baseball cap with an elaborate traditional topknot hairstyle featuring long, dark hair with silver streaks and a decorative hairpin; change the trimmed beard and mustache into a stylized, long white mustache and goatee; maintain the same facial expression and head position; enhance the background with a soft, natural outdoor blur suggesting a forest or garden setting; apply cinematic color grading with warm, muted tones and subtle atmospheric haze to elevate the visual quality; preserve the original camera framing and motion."}
{"sample_id": "heldout1000_0446", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_024428", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__summit__6243988_gary__barnes.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__summit__6243988_gary__barnes.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__3D_gathering__summit__6243988_gary__barnes_1.mp4", "instruction": "Apply a vintage film grain aesthetic with 1970s color palette, soft focus, and subtle vignetting to evoke a nostalgic, dreamlike memory of a quiet morning by the water."}
{"sample_id": "heldout1000_0447", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_26-Scene-378_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_26-o/34_26-Scene-378_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_26-o/34_26-Scene-378_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_26-o/34_26-Scene-378_part1.mp4", "instruction": "Transform the scene from a simple, painted backdrop to a richly detailed, atmospheric ancient courtyard setting with ornate blue and gold lattice screens, traditional tiled roofs, and glowing lanterns. Enhance the characters' attire by upgrading their plain white robes to luxurious, flowing silk garments with subtle golden embroidery and layered textures, maintaining their traditional hairstyles. Replace the flat, artificial lighting with warm, ambient illumination from lanterns and soft backlighting to create depth and mood. Add atmospheric haze and subtle particle effects to enhance the mystical ambiance. Retain the original character positions, camera angle, and scene composition while enriching materials, colors, and lighting to achieve a cinematic, period-drama aesthetic."}
{"sample_id": "heldout1000_0448", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_033392", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__knitting__6608793_mikhail_nilov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__knitting__6608793_mikhail_nilov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__knitting__6608793_mikhail_nilov_3.mp4", "instruction": "Transform it into a photorealistic depiction of a female knight adorned in ornate golden armor and a helmet with intricate detailing, featuring long flowing blonde hair and a regal yet battle-ready demeanor."}
{"sample_id": "heldout1000_0449", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_1-Scene-0924_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_1-o/26_1-Scene-0924_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_1-o/26_1-Scene-0924_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_1-o/26_1-Scene-0924_part1.mp4", "instruction": "Transform the suburban park setting into a dense, misty forest environment with tall, gnarled trees and thick undergrowth. Replace the brick building in the background with dark, ancient-looking forest structures or ruins. Enhance the lighting to create dramatic, low-key shadows with a cool, desaturated color grade, emphasizing mood and atmosphere. Change the character's casual blue hoodie into a dark, tactical-style jacket with rugged textures and subtle weathering. Add a visible weapon, such as a knife or short blade, held in the character's hand. For the second character, replace the clean, modern appearance with a rugged, weathered look: add a full beard, tousled hair, and a worn tank top. Introduce atmospheric effects like fog or light rain to deepen the immersive, cinematic tone. Maintain the same camera angle, character positions, and action timing as in the original low-cost frames."}
{"sample_id": "heldout1000_0450", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_36-Scene-316_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_36-o/35_36-Scene-316_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_36-o/35_36-Scene-316_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_36-o/35_36-Scene-316_part1.mp4", "instruction": "Transform the modern, casual attire and setting into a richly detailed historical period scene. Replace the simple hairstyles with elaborate traditional updos adorned with ornate hairpins and floral accessories. Change the gray and navy casual clothing into intricately embroidered traditional garments—red with floral patterns for the foreground figure, and black with gold detailing for the background figure. Add detailed jewelry including dangling earrings and necklaces. Replace the contemporary outdoor background with an opulent indoor palace setting featuring traditional wooden architecture, decorative lattice screens, and warm ambient lighting. Enhance the overall color palette with deep, saturated historical tones—rich reds, deep blacks, and golden accents—while preserving the original camera motion, shot scale, and character positions."}
{"sample_id": "heldout1000_0451", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__15-Scene-1285_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/15-o/15-Scene-1285_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/15-o/15-Scene-1285_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/15-o/15-Scene-1285_part1.mp4", "instruction": "Enhance the scene with a cinematic, period-fantasy aesthetic. Retain the original character's identity, facial features, and camera framing. Replace the neutral indoor background with a richly detailed, natural outdoor setting featuring soft, diffused lighting and blurred foliage in the background. Enhance the character's long, silvery hair and full beard with greater texture, volume, and natural movement, emphasizing their aged, wise appearance. Replace the casual clothing with a dark, textured, medieval-style tunic or robe, adding subtle fabric details and folds. Introduce a second character with a braided hairstyle and period-appropriate attire, positioned to the left, maintaining the same shot scale and composition. Apply a desaturated, earthy color grade with warm, muted tones to create a timeless, atmospheric mood. Ensure lighting remains soft and directional, highlighting facial contours and costume textures without harsh shadows. Preserve all original motion, timing, and scene geometry."}
{"sample_id": "heldout1000_0452", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_21-Scene-096_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_21-o/38_21-Scene-096_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_21-o/38_21-Scene-096_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_21-o/38_21-Scene-096_part2.mp4", "instruction": "Replace the modern urban buildings in the background with a vast, snow-covered mountain range, extending the snowy landscape to fill the horizon. Transform the characters' casual clothing into flowing traditional robes with intricate patterns and muted earth tones, suitable for a historical or fantasy setting. Add continuous, soft snowfall throughout the scene, enhancing the cold, serene atmosphere. Adjust the lighting to be diffused and overcast, with a cool color grade to emphasize the winter environment. Replace the bare ground with a thick layer of snow, covering all surfaces including the stone lanterns and architectural details. Introduce subtle atmospheric haze to deepen the sense of depth and distance in the mountain backdrop. Maintain the original camera motion, shot scale, and character positions, preserving the scene's composition and interaction. Enhance the textures of the wooden architecture and stone elements to appear aged and weathered, consistent with a historical setting. Ensure the characters' poses and expressions remain natural but slightly more composed, fitting the tranquil, cinematic mood."}
{"sample_id": "heldout1000_0453", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_35-Scene-367_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_35-o/31_35-Scene-367_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_35-o/31_35-Scene-367_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_35-o/31_35-Scene-367_part3.mp4", "instruction": "Transform the modern interior setting into an ornate, traditional-style backdrop with large, vertically aligned decorative panels featuring intricate floral and bird motifs in warm pink and gold tones. Replace the simple white table with a dark wooden table adorned with a lavish golden centerpiece of flowers and fruit. Update the characters' clothing: the woman's casual blue shirt becomes a flowing, cream-colored traditional robe with gold embroidery and layered necklaces, while the man's business-casual blazer transforms into a detailed, dark brown and silver patterned vest over a layered tunic with a sash. Adjust their hairstyles to be more elaborate—long, styled hair with decorative hairpins—and enhance their makeup to appear more stylized and dramatic. Replace the modern white floor lamps with traditional hanging lanterns emitting warm, golden light. Maintain the same camera angle, shot scale, and character positions, preserving the scene's layout and interaction. Enhance the overall lighting to be warmer and more atmospheric, with soft glows from the lanterns and panels, and enrich the color grading to emphasize rich, saturated tones."}
{"sample_id": "heldout1000_0454", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_06-Scene-361_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_06-o/24_06-Scene-361_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_06-o/24_06-Scene-361_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_06-o/24_06-Scene-361_part1.mp4", "instruction": "Transform the modern office setting into a mystical, ancient library with blurred blue-toned bookshelves and circular architectural patterns in the background. Replace the character's casual dark t-shirt and white apron with a flowing, light-colored traditional robe with layered sleeves and a high collar. Extend the character's hair into long, dark, flowing strands, styled with a small green leaf accessory at the side. Enhance the lighting to be soft, diffused, and atmospheric with a cool blue tint, creating a cinematic, ethereal mood. Maintain the character's facial expression, gaze direction, and head position, preserving the original shot scale and camera framing."}
{"sample_id": "heldout1000_0455", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_063862", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__8939320_mikhail_nilov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__8939320_mikhail_nilov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__conference__8939320_mikhail_nilov_2.mp4", "instruction": "Illustrate it as a confident woman with long, vibrant pink hair styled in a high ponytail, wearing a sleek, form-fitting black leather outfit with glowing neon accents, in a cyberpunk-inspired artistic style."}
{"sample_id": "heldout1000_0456", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_12-Scene-199_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_12-o/32_12-Scene-199_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_12-o/32_12-Scene-199_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_12-o/32_12-Scene-199_part2.mp4", "instruction": "Transform the scene from a distorted, color-saturated, and abstract forest view into a realistic, naturalistic forest path with detailed green foliage, tall pine trees, and a dirt trail. Replace the abstract, colorful figures with people wearing traditional dark robes, walking naturally along the path. Enhance the lighting to be soft and diffused, typical of an overcast day in a dense forest, with realistic shadows and natural color grading. Add depth and texture to the trees and underbrush to create an immersive, lifelike environment. Ensure the camera remains static with the same wide shot composition, preserving the original layout and perspective. Introduce subtle atmospheric haze to enhance the sense of depth and realism. The figures should maintain their relative positions and movement along the path, with natural walking poses and no artificial effects."}
{"sample_id": "heldout1000_0457", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_047780", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__plants__7709453_mikhail_nilov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__plants__7709453_mikhail_nilov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_style2__hobby__plants__7709453_mikhail_nilov_1.mp4", "instruction": "Adopt the aesthetic of the LEGO style."}
{"sample_id": "heldout1000_0458", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_32-Scene-009_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_32-o/31_32-Scene-009_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_32-o/31_32-Scene-009_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_32-o/31_32-Scene-009_part1.mp4", "instruction": "Transform the modern casual attire of the characters into traditional Chinese-style clothing with flowing robes in soft pastel tones, including a light teal tunic with green trim for the man and a pale pink and white robe for the woman. Replace the simple park-like background with a lush, natural garden setting featuring traditional Chinese architecture, such as a tiled roof structure on the left, and add blooming purple flowers in the trees. Enhance the lighting to a soft, diffused daylight with a slightly hazy, ethereal atmosphere. Style the man’s hair into a traditional topknot and the woman’s hair into an elegant updo with delicate hairpins. Replace the glowing blue object in the woman’s hand with a traditional silk ribbon or scroll. In the wider shot, replace the modern urban environment with a historical courtyard scene, including wooden lattice structures, hanging laundry, and period-appropriate attire for the background figures. Maintain the original camera framing, character positions, and interaction dynamics."}
{"sample_id": "heldout1000_0459", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_29-Scene-266_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_29-o/35_29-Scene-266_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_29-o/35_29-Scene-266_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_29-o/35_29-Scene-266_part1.mp4", "instruction": "Replace the modern corrugated metal roof with ornate, curved traditional roof tiles featuring detailed end caps and a warm, earthy yellow-brown color. Enhance the green wall with a richer, more saturated tone and add subtle texture to suggest aged plaster or painted stone. Keep the wooden barrels but elevate their appearance with a polished, weathered wood finish and add decorative metal bands to give them a historical, artisanal look. Introduce a soft, dramatic lighting scheme with warm highlights and deep shadows to create a cinematic atmosphere, simulating late afternoon or golden hour. Maintain the same camera motion, shot scale, and scene layout, preserving the position of the person in blue clothing and the foreground structure. Add atmospheric depth with a slight haze or mist to enhance the period ambiance, while ensuring the overall composition remains unchanged."}
{"sample_id": "heldout1000_0460", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__28-Scene-0879_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/28-o/28-Scene-0879_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/28-o/28-Scene-0879_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/28-o/28-Scene-0879_part1.mp4", "instruction": "Transform the character's appearance into a period-style, cinematic look: replace the simple blue top with an ornate, dark-toned dress featuring a detailed lace or brocade vest over a fitted bodice. Add a delicate tiara to her styled hair, and replace the chain necklace with a long, elegant strand of pearls accented by a central pendant. Enhance the background with rich, dark red walls and classical architectural details such as tall, paneled doorways or columns. Adjust lighting to be dramatic and moody, with soft highlights on the face and deep shadows, creating a vintage, high-contrast atmosphere. Maintain the character's pose, expression, and camera framing while upgrading the costume, accessories, and environment to match a grand, historical setting."}
{"sample_id": "heldout1000_0461", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_07-Scene-170_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_07-o/24_07-Scene-170_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_07-o/24_07-Scene-170_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_07-o/24_07-Scene-170_part1.mp4", "instruction": "Transform the scene from a modern, natural outdoor setting to a richly detailed historical or fantasy interior. Replace the blurred green park background with a traditional wooden architectural backdrop featuring dark wood panels and soft ambient lighting. Enhance the woman on the right’s hairstyle by adding ornate hair accessories with red and gold accents, including a decorative hairpin and dangling ornaments. Upgrade her earrings to elaborate, dangling pieces with red gemstone pendants. Maintain the same facial expressions, camera angle, and shot composition. Adjust lighting to be more dramatic and cinematic, with soft, diffused highlights and deeper shadows to emphasize the period atmosphere. Preserve the identity, action, and timing of the characters while enhancing costume, materials, and setting details to match a high-production historical or fantasy aesthetic."}
{"sample_id": "heldout1000_0462", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_060875", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__swimming__8686007_kindel_media.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__swimming__8686007_kindel_media.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__sports__swimming__8686007_kindel_media_2.mp4", "instruction": "Transform the scene into a vintage 1950s travel documentary aesthetic, with warm film grain, slight chromatic aberration, and a sepia-tinted filter that evokes nostalgic summer memories."}
{"sample_id": "heldout1000_0463", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_04-Scene-560_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_04-o/34_04-Scene-560_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_04-o/34_04-Scene-560_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_04-o/34_04-Scene-560_part1.mp4", "instruction": "Enhance the scene by replacing the bright teal hair accessory with an ornate, dark floral hairpiece featuring delicate metallic and gemstone details, consistent with traditional period styling. Upgrade the simple light-colored blouse to a rich, layered traditional garment with subtle embroidery and a soft lavender hue. Replace the plain, blurred background with a softly focused historical or fantasy setting, featuring traditional architecture with wooden beams and paper windows, creating depth and atmosphere. Retain the dangling earrings but enhance them with intricate filigree and small pearls to match the elevated aesthetic. Adjust the overall color palette to richer, more saturated tones with a cool, cinematic grade, emphasizing depth and texture in the fabrics and environment. Maintain the same camera angle, framing, and character expressions, preserving the original layout and interaction."}
{"sample_id": "heldout1000_0464", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_3-Scene-2615_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_3-o/26_3-Scene-2615_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_3-o/26_3-Scene-2615_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_3-o/26_3-Scene-2615_part1.mp4", "instruction": "Transform the port scene into a desolate, war-torn industrial environment by adding thick, oppressive smoke and haze that obscures the distant mountains and sky, creating a grim, overcast atmosphere. Darken the lighting to a dim, diffused gray tone, simulating heavy cloud cover or dust storms. Modify the cranes and port structures to appear weathered, rusted, and damaged, with broken components and exposed metal, enhancing their industrial decay. Make the water murky and turbulent, with visible ripples and debris, reducing reflectivity and clarity. Apply rough, gritty textures to the ships, containers, and docks to emphasize wear and tear, giving them a realistic, aged appearance. Introduce small, scattered debris and floating wreckage in the water to suggest recent destruction. Adjust the color palette to muted, desaturated tones dominated by grays, browns, and rust, avoiding vibrant hues. Maintain the original camera angle, layout, and scene composition, preserving the relative positions of cranes, ships, and containers, while enhancing the overall sense of abandonment and decay."}
{"sample_id": "heldout1000_0465", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_32-Scene-227_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_32-o/35_32-Scene-227_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_32-o/35_32-Scene-227_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_32-o/35_32-Scene-227_part4.mp4", "instruction": "Replace the man's casual blue jacket with an ornate, golden robe featuring intricate embroidery and traditional Chinese-style fastenings. Enhance the lighting to create a dramatic, cinematic atmosphere with rich, warm tones and soft highlights on the fabric. Maintain the same close-up composition, facial expressions, and intimate pose. Keep the woman's simple dark attire unchanged, preserving the contrast between the two characters. The background remains softly blurred but should appear more opulent, suggesting a grand interior with subtle period details, while preserving the original shot scale and camera motion."}
{"sample_id": "heldout1000_0466", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_39-Scene-398_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_39-o/39_39-Scene-398_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_39-o/39_39-Scene-398_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_39-o/39_39-Scene-398_part2.mp4", "instruction": "Enhance the woman's traditional hairstyle by replacing the simple hair accessory with an ornate, multi-tiered black hairpiece featuring gold embellishments and dangling tassels. Upgrade her plain beige garment to a rich, deep red traditional robe with a white collar, and add intricate gold patterns on the sleeves and shoulders. Transform the background from a modern interior to a grand, historical palace setting with wooden lattice windows, warm ambient lighting, and visible candlelight. Apply dramatic, period-appropriate makeup with defined eyebrows, subtle blush, and natural-toned lipstick. Maintain the same facial expression, head position, and camera framing throughout the sequence."}
{"sample_id": "heldout1000_0467", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_25-Scene-220_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_25-o/39_25-Scene-220_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_25-o/39_25-Scene-220_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_25-o/39_25-Scene-220_part1.mp4", "instruction": "Transform the modern, casual setting into a richly detailed, period-style interior with deep red and gold drapery, ornate wooden furniture, and glowing red candles. Replace the simple blue sweater with an elaborate, patterned traditional robe in deep purple and gold. Replace the modern blue headset with an intricate black and gold headdress featuring tassels and floral ornaments. Change the plain white mug into a delicate green ceramic cup. Enhance the lighting to create a warm, atmospheric glow from the candles, casting soft shadows and highlights. Adjust the color grading to be more saturated and dramatic, emphasizing deep reds, golds, and rich textures. Maintain the character's pose, facial expression, and camera angle while upgrading the visual fidelity and historical authenticity of the scene."}
{"sample_id": "heldout1000_0468", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_006080", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0042__1bbcea2f66889be36e45fb1c17572cfd.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0042__1bbcea2f66889be36e45fb1c17572cfd.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0042__1bbcea2f66889be36e45fb1c17572cfd_1.mp4", "instruction": "Render the cityscape in the style of a 19th-century etching, with fine crosshatching, sepia tones, and a sense of historical grandeur, as if capturing a moment from a forgotten atlas."}
{"sample_id": "heldout1000_0469", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__27-Scene-1368_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/27-o/27-Scene-1368_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/27-o/27-Scene-1368_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/27-o/27-Scene-1368_part1.mp4", "instruction": "Replace the cat on the couch with multiple Dalmatian dogs, adding them to the couch and surrounding area while preserving the couch's position and the woman's pose. Update the man's outfit to a more stylized, period-inspired look: replace his casual hoodie with a dark jacket featuring white trim and a white scarf, and add a tie. Enhance the background by restoring the cluttered furniture, bar setup, and detailed industrial elements, including visible shelves, tools, and lighting fixtures. Introduce dramatic, moody lighting with strong contrasts, deep shadows, and warm, cinematic color grading to create a gritty, atmospheric tone. Maintain the wooden flooring but enhance its texture and lighting to appear more aged and weathered. Keep the same camera motion, shot scale, and scene layout, ensuring the characters' positions and actions remain unchanged."}
{"sample_id": "heldout1000_0470", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_41-Scene-324_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_41-o/34_41-Scene-324_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_41-o/34_41-Scene-324_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_41-o/34_41-Scene-324_part2.mp4", "instruction": "Transform the modern indoor setting into an ornate, fantasy-style palace interior with intricate stone arches, glowing lanterns, and mystical blue-green ambient lighting. Replace the casual clothing with elaborate traditional attire: the male character wears a flowing off-white robe with subtle embroidery, and the female character wears a detailed cream-colored gown with delicate patterns. Add intricate golden headpieces with floral ornaments to both characters. Replace the contemporary tableware and snacks with traditional ceramic tea sets and ornate platters of period-appropriate food. Enhance the lighting to create dramatic, stylized shadows and highlights, emphasizing the fantasy atmosphere. Maintain the original camera angle, character positions, and actions, including the hand gestures and table interactions, while upgrading the materials, textures, and color grading to a cinematic, high-production standard."}
{"sample_id": "heldout1000_0471", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_025651", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__scenery__desert__5836758_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__scenery__desert__5836758_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__desert__5836758_cottonbro_studio_3.mp4", "instruction": "Give it the texture of a biomechanical android with intricate metallic armor, glowing red eyes, and sharp, organic-like protrusions, rendered in a highly detailed 3D style."}
{"sample_id": "heldout1000_0472", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_038726", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__education__7015925_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__education__7015925_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__hobby__education__7015925_cottonbro_studio_2.mp4", "instruction": "Render the scene in a retro 1980s educational film aesthetic—bright primary colors, glitchy transitions, and a VHS-style filter with scan lines and slight tracking errors."}
{"sample_id": "heldout1000_0473", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_013263", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0098__40e0f7cd318ae23fd56a31bac86270d0.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0098__40e0f7cd318ae23fd56a31bac86270d0.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0098__40e0f7cd318ae23fd56a31bac86270d0_2.mp4", "instruction": "Transform the scene into a surreal, dreamlike collage where the houses are floating, the fields are painted with memories, and the birds are fragments of lost time."}
{"sample_id": "heldout1000_0474", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_21-Scene-060_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_21-o/31_21-Scene-060_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_21-o/31_21-Scene-060_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_21-o/31_21-Scene-060_part1.mp4", "instruction": "Transform the scene into a richly decorated traditional Chinese banquet hall. Replace the neutral drapes with vibrant, flowing pink silk curtains adorned with tassels. Add ornate, carved wooden architectural details to the walls and ceiling, including intricate lattice patterns and decorative beams. Replace the minimalist furniture with traditional Chinese-style wooden chairs and tables, featuring curved legs and detailed carvings. Change the person's casual white top into an elaborate pink and white traditional Chinese robe with layered sleeves and embroidered patterns, and style their hair with ornate hairpins. Replace the simple tableware with an intricate tea set and decorative dishes, including a porcelain teapot and matching cups. Add colorful floral arrangements with pink and purple flowers in ornate ceramic vases. Enhance the lighting with warm, dramatic stage lighting, including glowing lanterns and ambient backlighting, to create a festive and opulent atmosphere. Maintain the same camera angle, shot scale, and character actions, preserving the layout and scene semantics."}
{"sample_id": "heldout1000_0475", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_36-Scene-274_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_36-o/33_36-Scene-274_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_36-o/33_36-Scene-274_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_36-o/33_36-Scene-274_part2.mp4", "instruction": "Enhance the scene with period-appropriate, ornate headwear: replace the simple black topknot with a dark, curved horned headdress adorned with a green gem for the character on the left, and replace the yellow crown with a dark, angular, horned headdress for the character on the right. Upgrade their clothing to richly detailed traditional garments—add intricate purple and white patterns to the left character’s robe and a red-and-white patterned collar to the right character’s attire. Apply a soft, cinematic color grade with muted tones and subtle contrast to enhance the atmosphere. Maintain the original camera angle, character positions, and facial expressions while preserving the neutral background and lighting direction."}
{"sample_id": "heldout1000_0476", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_043278", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__guitar__7424204_gustavo_fring.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__guitar__7424204_gustavo_fring.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__guitar__7424204_gustavo_fring_1.mp4", "instruction": "Construct it in the image of a sleek black cat with glowing white eyes, rendered in a high-contrast, monochromatic artistic style that emphasizes sharp lines and dramatic shading."}
{"sample_id": "heldout1000_0477", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_073438", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0284__c693bc954cdb1ad8af9ddb4c10fe6abd.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0284__c693bc954cdb1ad8af9ddb4c10fe6abd.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0284__c693bc954cdb1ad8af9ddb4c10fe6abd_1.mp4", "instruction": "Render the video in a mystical, golden-hour fantasy style with long shadows, ethereal light beams, and a sense of ancient timelessness, turning the temple into a forgotten god’s dwelling."}
{"sample_id": "heldout1000_0478", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_038002", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0158__6a3ac363fc0c2d668aac4e6ac51685c3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0158__6a3ac363fc0c2d668aac4e6ac51685c3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0158__6a3ac363fc0c2d668aac4e6ac51685c3_2.mp4", "instruction": "Transform the scene into a vintage aerial photography style from the 1940s with faded colors, film grain, and a sense of quiet historical wonder, as if capturing the birth of modern infrastructure."}
{"sample_id": "heldout1000_0479", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_35-Scene-364_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-364_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-364_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_35-o/32_35-Scene-364_part1.mp4", "instruction": "Transform the plain, modern-looking background into an ornate, cinematic interior with warm ambient lighting, featuring blurred architectural details such as arched doorways and hanging drapery. Enhance the subject's traditional attire with richer, textured fabrics and subtle sheen, maintaining the same silhouette. Upgrade the lighting to a dramatic, stylized scheme with soft highlights and deep shadows, emphasizing the character's facial features and hair. Add atmospheric depth with a warm color grade and subtle lens flare effects, while preserving the subject's identity, expression, and camera framing."}
{"sample_id": "heldout1000_0480", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_002594", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__scenery__dusk__10352447_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__scenery__dusk__10352447_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__dusk__10352447_cottonbro_studio_2.mp4", "instruction": "Imitate the look of a skeletal figure dressed in a dark, vintage-style suit, with a photorealistic and slightly eerie artistic style that emphasizes detailed textures and shadows."}
{"sample_id": "heldout1000_0481", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_34-Scene-447_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_34-o/24_34-Scene-447_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_34-o/24_34-Scene-447_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_34-o/24_34-Scene-447_part1.mp4", "instruction": "Transform the modern urban setting into a dense, sun-dappled forest environment with tall trees and natural foliage. Replace the white, futuristic hooded costume with a dark, flowing traditional robe featuring a sheer black veil over the head and face. Update the white, toy-like horse with a realistic black horse wearing detailed harnesses. Replace the blue, parasol-like canopy with a traditional wooden carriage covered in woven fabric. Change the lighting to soft, natural backlighting with sunbeams filtering through the trees, creating a cinematic, atmospheric mood. Retain the character's pose, facial expression, and camera motion while enhancing textures, materials, and depth of field for a high-production, period-fantasy aesthetic."}
{"sample_id": "heldout1000_0482", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_054431", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__learning__8165773_alena_darmel.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__learning__8165773_alena_darmel.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__hobby__learning__8165773_alena_darmel_2.mp4", "instruction": "Render the scene in a soft, ethereal digital dream style with floating particles, gentle light beams, and a translucent veil effect that gives the moment a sacred, otherworldly quality."}
{"sample_id": "heldout1000_0483", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_16-Scene-431_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_16-o/38_16-Scene-431_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_16-o/38_16-Scene-431_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_16-o/38_16-Scene-431_part1.mp4", "instruction": "Transform the modern, casual setting into a richly detailed, period-style interior with ornate wooden architecture and soft, diffused lighting. Replace the man's modern white shirt with a dark, textured traditional robe with intricate collar details. Style his hair into a high topknot secured with a dark hairpin, leaving long strands framing his face. Enhance the lighting to be dramatic and cinematic, with soft shadows and a moody, desaturated color grade. Maintain the same facial expression, head position, and camera angle, preserving the original shot scale and timing. Add subtle atmospheric haze to deepen the scene's depth and mood."}
{"sample_id": "heldout1000_0484", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_16-Scene-416_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_16-o/39_16-Scene-416_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_16-o/39_16-Scene-416_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_16-o/39_16-Scene-416_part1.mp4", "instruction": "Transform the modern, casual setting into an ornate, period-style interior with warm, candlelit ambiance. Replace the simple gray sweater with a richly detailed traditional robe in deep purple and gold, featuring intricate embroidery and layered sleeves. Upgrade the plain white cup to a dark, ceremonial drinking vessel, and replace the simple modern hair accessory with an elaborate golden headdress adorned with dangling chains and decorative elements. Enhance the lighting to be dramatic and warm, with visible flickering candle flames in the background, casting soft glows and deep shadows. Add subtle atmospheric haze to deepen the mood. Keep the subject's pose, facial expression, and hand motion unchanged, preserving the original camera angle and framing."}
{"sample_id": "heldout1000_0485", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_07-Scene-761_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_07-o/33_07-Scene-761_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_07-o/33_07-Scene-761_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_07-o/33_07-Scene-761_part1.mp4", "instruction": "Enhance the scene with cinematic visual effects: replace the neutral, blurred background with a richly detailed, atmospheric setting suggestive of a historical or fantasy environment, such as a dimly lit palace corridor or ancient hall with ornate architecture and soft ambient lighting. Upgrade the lighting to a dramatic, moody style with deep shadows and selective highlights, emphasizing the characters' facial features and emotional intensity. Enhance the costume details to reflect period-specific attire with refined textures and subtle embellishments, while preserving the original hairstyle and facial features. Add a subtle color grade with cool blue and purple tones to create a mystical, immersive atmosphere. Maintain the original camera framing, character positions, and expressions, ensuring the transformation focuses on visual richness and production design without altering the scene's core action or layout."}
{"sample_id": "heldout1000_0486", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_25-Scene-374_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_25-o/32_25-Scene-374_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_25-o/32_25-Scene-374_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_25-o/32_25-Scene-374_part4.mp4", "instruction": "Transform the modern outdoor park setting into a dark, atmospheric fantasy courtyard with jagged rock formations and traditional wooden lattice windows. Replace the casual white long-sleeve top and jeans with a flowing, pale traditional robe with soft pink accents and intricate sleeve details. Style the character's hair into an elegant updo with ornate hairpins. Replace the bright daylight with dim, moody lighting dominated by flickering candlelight placed on the rocks and in lotus-shaped holders. Add glowing orange candles and floating lotus flowers as mystical props. Enhance the background with dark, textured stone and subtle mist to create a mystical ambiance. Maintain the character's pose, movement, and camera angle while upgrading the materials, lighting, and costume to a cinematic, period-fantasy style."}
{"sample_id": "heldout1000_0487", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_20-Scene-311_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_20-o/35_20-Scene-311_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_20-o/35_20-Scene-311_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_20-o/35_20-Scene-311_part1.mp4", "instruction": "Transform the modern interior setting into an ornate, traditional Chinese-style room by replacing the minimalist background with intricately carved wooden panels and lattice windows. Update the character's casual white blouse and pants to an elaborate, embroidered traditional robe in muted blue-gray with detailed floral patterns on the sleeves and back. Replace the simple black hairpiece with an ornate black hair bun adorned with a delicate blue flower accessory and add matching dangling earrings. Substitute the modern household objects on the shelf—such as the orange pot, books, and coffee mug—with traditional Chinese vases and decorative porcelain. Enhance the lighting to be warm and dramatic, with soft golden light filtering through the lattice windows, creating rich shadows and depth. Upgrade the plain curtains to heavy, textured silk drapes in deep brown with tassels. Adjust the color palette to rich, saturated hues with deep browns, warm golds, and soft blues, evoking a historical or fantasy atmosphere. Introduce subtle visual effects such as soft ambient glow around the character and gentle light flares from the window to enhance the cinematic mood. Keep the character's pose, camera angle, and overall composition unchanged."}
{"sample_id": "heldout1000_0488", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_21-Scene-670_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_21-o/35_21-Scene-670_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_21-o/35_21-Scene-670_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_21-o/35_21-Scene-670_part1.mp4", "instruction": "Enhance the traditional Chinese attire by replacing the simple blue garment with an ornate, richly embroidered brown robe featuring floral patterns and a dark blue collar with a jade pendant. Upgrade the hairstyle by adding more elaborate floral hairpieces with white and blue blossoms, green leaves, and intricate braiding. Replace the simple earrings with more detailed, multi-tiered jade and pearl earrings. Transform the background from a neutral, blurred indoor setting to a grand, lush garden with red architectural elements, suggesting a historical palace environment. Adjust the lighting to a warm, cinematic tone with soft highlights and deeper shadows to enhance depth and atmosphere. Maintain the same facial expression, head position, and camera framing while enriching the costume, accessories, and setting with period-accurate, high-production design elements."}
{"sample_id": "heldout1000_0489", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_35-Scene-458_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_35-o/33_35-Scene-458_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_35-o/33_35-Scene-458_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_35-o/33_35-Scene-458_part1.mp4", "instruction": "Replace the plain, gridless background with a traditional Japanese-style shoji screen featuring a black grid pattern over translucent paper. Transform the character's modern, sleek topknot hairstyle with a white hairpin into a more historically accurate, textured topknot secured with a dark, ornate hairpin. Update the character's clothing from a modern white collar to a layered, period-appropriate grey and white robe with visible fabric texture and subtle stitching. Enhance the lighting to create a soft, diffused atmosphere with gentle shadows, emphasizing the character's facial features and costume details while maintaining the original shot scale, camera angle, and facial expression. Preserve the character's identity, pose, and head position throughout the transformation."}
{"sample_id": "heldout1000_0490", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_14-Scene-586_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_14-o/32_14-Scene-586_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_14-o/32_14-Scene-586_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_14-o/32_14-Scene-586_part1.mp4", "instruction": "Enhance the woman's appearance by replacing her simple floral headpiece with an ornate, black, period-style headdress featuring intricate silver embellishments and feathers. Transform her natural makeup into a dramatic, cinematic look with bold pink lipstick, defined eye makeup, and enhanced facial contours. Upgrade her plain white blouse into a luxurious, detailed white lace garment with delicate embroidery and a regal silhouette. Replace the neutral, modern background with an opulent, historical interior featuring golden accents, ornate architecture, and rich textures. Adjust the lighting to be more dramatic and stylized, with soft highlights and deep shadows to emphasize the grandeur and atmosphere of the scene. Maintain the same camera angle, framing, and subject position throughout the transformation."}
{"sample_id": "heldout1000_0491", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_016508", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__photography__4728746_polina_tankilevitch.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__photography__4728746_polina_tankilevitch.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__hobby__photography__4728746_polina_tankilevitch_2.mp4", "instruction": "Transform the scene into a surreal, dreamlike digital collage where the wall is made of floating paper pages, and the phone screen displays shifting abstract patterns that respond to the subject’s gestures."}
{"sample_id": "heldout1000_0492", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_21-Scene-491_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_21-o/39_21-Scene-491_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_21-o/39_21-Scene-491_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_21-o/39_21-Scene-491_part2.mp4", "instruction": "Transform the modern living room setting into an ornate, golden palace with rich red and gold drapery, intricate wooden lattice windows, and a grand throne-like platform at the back. Replace the casual contemporary clothing with elaborate traditional Chinese court attire: flowing silk robes in vibrant colors like red, green, yellow, and blue, with detailed embroidery and layered sleeves. Change the white fabric props into ceremonial silk garments or ritual cloths. Replace the modern furniture with traditional wooden furniture, including a carved throne, low tables, and ornate chairs. Add ceremonial props such as incense burners, lacquered trays, and decorative vases. Enhance the lighting to be warm, dramatic, and golden, with soft glows emanating from lanterns and candles, creating a regal atmosphere. Style the characters' hair into intricate updos with ornate hairpins and accessories, and add subtle traditional makeup. Maintain the same character positions, actions, and camera motion, preserving the scene's layout and timing."}
{"sample_id": "heldout1000_0493", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_45-Scene-437_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_45-o/38_45-Scene-437_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_45-o/38_45-Scene-437_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_45-o/38_45-Scene-437_part2.mp4", "instruction": "Transform the modern casual attire into traditional East Asian period clothing, featuring layered robes with intricate patterns and a high-collared inner garment. Replace the contemporary hairstyle with a long, flowing black hair styled in an elegant topknot with loose strands framing the face. Change the background from a blurred outdoor park setting to a misty, atmospheric ancient village with traditional wooden architecture and soft, diffused lighting. Enhance the overall lighting to be more dramatic and stylized, with a cool, ethereal tone that emphasizes mood and depth. Maintain the same facial expression, head position, and camera framing while upgrading the visual quality, materials, and atmosphere to a cinematic, fantasy-inspired aesthetic."}
{"sample_id": "heldout1000_0494", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_41-Scene-194_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_41-o/35_41-Scene-194_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_41-o/35_41-Scene-194_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_41-o/35_41-Scene-194_part2.mp4", "instruction": "Transform the modern indoor corridor setting into an ornate traditional Chinese architectural environment with red pillars, green accents, and hanging lanterns. Replace the contemporary casual clothing with elaborate historical attire: the man's blue jacket and white skirt become a dark blue traditional robe with a red hat and belt, while the woman's light blue top and white skirt become a white gown with black geometric patterns and a black headdress. Add intricate accessories such as a decorative belt and ornate headwear. Enhance the lighting to be more dramatic and stylized, with warm, directional light casting soft shadows and highlighting the rich textures of the costumes and architecture. Adjust the color palette to vibrant, rich tones typical of historical period dramas, emphasizing deep reds, greens, and golds. Maintain the same camera motion, shot scale, and character positions, preserving the original layout and action while upgrading the visual production design to a cinematic, period-fantasy style."}
{"sample_id": "heldout1000_0495", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_02-Scene-507_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_02-o/32_02-Scene-507_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_02-o/32_02-Scene-507_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_02-o/32_02-Scene-507_part1.mp4", "instruction": "Transform the modern office setting into an ornate, golden palace interior with tall pillars, intricate carvings, and traditional Chinese architectural details. Replace the contemporary clothing with rich, flowing traditional robes in deep reds, blacks, and maroons, featuring wide sleeves and sashes. Add elaborate black topknot hairstyles with decorative hairpins. Introduce golden ceremonial lanterns and ornate furniture in the background. Enhance the lighting with soft, diffused natural light filtering through tall latticed windows, creating a regal and atmospheric ambiance. Increase color saturation and contrast to emphasize the richness of materials and textures. Maintain the same character positions, postures, and camera framing, but elevate the overall visual style to a cinematic, period-drama aesthetic with detailed production design."}
{"sample_id": "heldout1000_0496", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_054212", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0269__b95de4c5cabb0e281eda8ef5c5b64fb1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0269__b95de4c5cabb0e281eda8ef5c5b64fb1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0269__b95de4c5cabb0e281eda8ef5c5b64fb1_1.mp4", "instruction": "Render the video in a vibrant, stylized dance performance aesthetic with motion trails, color bursts, and a rhythmic pulse that matches their synchronized movements."}
{"sample_id": "heldout1000_0497", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_054857", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__band__8195665_kampus_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__band__8195665_kampus_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__band__8195665_kampus_production_1.mp4", "instruction": "Envision it as an anthropomorphic cat with glowing blue eyes, wearing a futuristic gray jacket and scarf, styled in a photorealistic 3D rendering."}
{"sample_id": "heldout1000_0498", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__15-Scene-0438_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/15-o/15-Scene-0438_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/15-o/15-Scene-0438_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/15-o/15-Scene-0438_part4.mp4", "instruction": "Transform the scene into a fantasy setting by replacing the modern indoor background with a cozy, dimly lit hobbit-style dwelling featuring a round wooden door and stone walls. Replace the character's modern blue shirt with a textured, earth-toned woolen cloak with a rugged, layered appearance. Retain the character's long white hair and beard, but enhance their texture and volume to appear more weathered and natural. Replace the modern silver pipe with a dark, hand-carved wooden pipe that fits the fantasy aesthetic. Adjust the lighting to a warm, low-key, atmospheric glow with soft shadows, emphasizing depth and mood. Add subtle ambient fog or dust particles in the air to enhance the immersive atmosphere. Keep the character's pose, facial expression, and camera framing unchanged."}
{"sample_id": "heldout1000_0499", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_39-Scene-014_part6", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_39-o/35_39-Scene-014_part6.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_39-o/35_39-Scene-014_part6.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_39-o/35_39-Scene-014_part6.mp4", "instruction": "Replace the simple, plain pillow with an ornate, patterned pillow featuring intricate golden and blue designs. Add an elaborate hair accessory with dark braiding and a turquoise ornament to the woman's hair. Change the plain, neutral-colored bedding to rich, textured fabric with a subtle sheen. Replace the minimalistic background with a detailed, period-style room setting featuring dark wooden furniture and patterned textiles. Enhance the lighting to create a dramatic, cinematic atmosphere with warm, directional light and deeper shadows, while preserving the woman's facial expression, pose, and the overall composition of the shot."}
{"sample_id": "heldout1000_0500", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_066553", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__scenery__wilderness__9354176_pnw_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__scenery__wilderness__9354176_pnw_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__scenery__wilderness__9354176_pnw_production_2.mp4", "instruction": "Transform the video into a glowing, neon-lit cyberpunk campsite where the van is a retrofitted mobile hub with holographic displays and the trees are made of fiber-optic strands."}
{"sample_id": "heldout1000_0501", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_34-Scene-335_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_34-o/39_34-Scene-335_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_34-o/39_34-Scene-335_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_34-o/39_34-Scene-335_part2.mp4", "instruction": "Transform the modern interior setting into a richly detailed traditional East Asian palace interior, replacing the simple background with wooden lattice windows, ornate red and gold paneling, and hanging lanterns. Replace the simple pink flower headpiece with an elaborate golden headdress adorned with jewels and intricate metalwork. Change the contemporary-style robe into a vibrant purple traditional garment with gold embroidery and yellow trim. Enhance the lighting to warm, dramatic tones with visible candlelight sources casting soft glows and deep shadows. Add decorative elements such as lit candles, patterned textiles, and ceremonial props in the background, while preserving the subject's pose, facial expression, camera angle, and shot composition."}
{"sample_id": "heldout1000_0502", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_32-Scene-145_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_32-o/39_32-Scene-145_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_32-o/39_32-Scene-145_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_32-o/39_32-Scene-145_part1.mp4", "instruction": "Transform the modern casual setting into a period fantasy scene: replace the natural green park background with a traditional East Asian garden featuring blooming pink cherry blossoms and wooden lattice architecture. Change the white modern blouse into a rich yellow traditional robe with white trim, enhancing the fabric's texture and sheen. Style the hair into an elaborate updo with black hair accessories, adding volume and period authenticity. Adjust the hand gesture to a more formal, delicate pose with fingers slightly curled, consistent with historical courtly demeanor. Enhance lighting to warm and soft, with a cinematic color grade emphasizing golden tones and floral highlights. Maintain the same camera framing, shot scale, and character position throughout."}
{"sample_id": "heldout1000_0503", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_21-Scene-514_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_21-o/38_21-Scene-514_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_21-o/38_21-Scene-514_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_21-o/38_21-Scene-514_part1.mp4", "instruction": "Transform the modern casual clothing into traditional, ornate period costumes: replace the man's white jacket with a layered, textured grey and black robe with wide sleeves and a scarf, and add black leather gloves; update the woman's beige top with a detailed, flowing traditional garment featuring red accents and intricate patterns. Enhance the hair accessories: add a dark, ornate hairpin to the man's topknot and maintain the woman's elegant updo with subtle decorative elements. Replace the contemporary, blurred background with a stylized historical interior featuring wooden shelves, hanging fabrics, and soft ambient lighting. Adjust the lighting to be more dramatic and moody, with directional shadows and a cooler color grade to emphasize the period atmosphere. Preserve the characters' poses, facial expressions, and camera framing exactly as in the source."}
{"sample_id": "heldout1000_0504", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_041066", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__food__drinking__8290535_pnw_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__food__drinking__8290535_pnw_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__food__drinking__8290535_pnw_production_2.mp4", "instruction": "Transform the scene into a surreal, infinite reflection style where the table stretches into an endless mirror corridor, and the participants appear in endless repeating reflections, each slightly altered in posture and expression."}
{"sample_id": "heldout1000_0505", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_4-Scene-1590_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_4-o/22_4-Scene-1590_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_4-o/22_4-Scene-1590_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_4-o/22_4-Scene-1590_part1.mp4", "instruction": "Transform the urban street scene into a dark, industrial hangar with a starfighter in the background, replacing the modern city lights with dim, practical lighting from overhead fixtures. Replace the denim jacket with a beige shirt and black utility vest, and change the woman's casual outfit into a dark, textured, non-human costume with long, shaggy hair. Add atmospheric haze and a desaturated, high-contrast color grade to enhance the sci-fi mood. Keep the characters' positions, expressions, and camera motion unchanged, while replacing background elements with futuristic spacecraft and metallic structures."}
{"sample_id": "heldout1000_0506", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_45-Scene-300_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_45-o/39_45-Scene-300_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_45-o/39_45-Scene-300_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_45-o/39_45-Scene-300_part2.mp4", "instruction": "Transform the scene into a richly detailed historical palace setting. Replace the simple neutral background with ornate golden and dark wood carvings, featuring floral and cloud motifs, illuminated by warm, ambient lighting. Upgrade the male figure's attire to a dark, intricately patterned royal robe with silver embroidery and a formal black headdress with a small crown. Replace the female figure's simple white blouse with a luxurious purple and gold traditional gown, adorned with detailed brocade, a golden sash, and an elaborate headdress featuring ornate hairpins and a long golden tassel. Enhance the lighting to be dramatic and warm, casting soft glows and deep shadows to emphasize the opulence of the setting and costumes. Maintain the same pose, camera angle, and intimate interaction between the figures, preserving their facial expressions and hand positions. Add atmospheric depth with subtle haze and rich color grading to enhance the cinematic quality, while keeping the overall composition and framing identical to the original."}
{"sample_id": "heldout1000_0507", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_09-Scene-014_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_09-o/35_09-Scene-014_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_09-o/35_09-Scene-014_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_09-o/35_09-Scene-014_part2.mp4", "instruction": "Transform the modern, casual attire into an ornate traditional dress with a light green base and leaf-patterned embroidery. Replace the simple hairpins with elaborate floral hair accessories featuring blue and green flowers integrated into the updo. Upgrade the earrings to intricate, multi-layered designs with red and green accents. Enhance the makeup with more defined eye makeup and richer, deeper red lipstick. Replace the blurred, modern background with a traditional interior setting, including a red vase visible in the background. Introduce a more dramatic, cinematic color grading with richer tones and deeper contrasts, while preserving the original camera angle, shot scale, and character positioning. Maintain the same facial expressions and head movements, and ensure the lighting emphasizes the textures and details of the new costume and accessories."}
{"sample_id": "heldout1000_0508", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__3-Scene-1447_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/3-o/3-Scene-1447_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/3-o/3-Scene-1447_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/3-o/3-Scene-1447_part1.mp4", "instruction": "Transform the scene into a dark, futuristic sci-fi environment. Replace the neutral outdoor pavement with a reflective, metallic floor inside a large industrial chamber with red ambient lighting and vertical structural beams. Replace the characters' casual clothing with detailed, armored combat suits featuring metallic plating, glowing red accents, and futuristic helmets. Add mechanical, robotic figures with glowing red eyes and weaponized limbs, positioned symmetrically around the central figures. Introduce floating, weaponized drones hovering above the floor, emitting red light. Enhance the lighting with dramatic, directional red and dark gray tones, creating deep shadows and high contrast. Maintain the same camera angle, character positions, and walking motion, preserving the original layout and action. Add atmospheric haze and subtle lens flares to enhance the cinematic, high-tech atmosphere."}
{"sample_id": "heldout1000_0509", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_5-Scene-0903_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_5-o/26_5-Scene-0903_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_5-o/26_5-Scene-0903_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_5-o/26_5-Scene-0903_part1.mp4", "instruction": "Enhance the scene with a cinematic, period-inspired aesthetic. Replace the plain wall background with an ornate, golden-toned metal gate featuring intricate scrollwork, visible behind the characters. Upgrade the blonde character’s black leather jacket to a dark, tailored coat with a subtle sheen, and change her black t-shirt to a dark, high-necked blouse. Keep her jeans but add a subtle, vintage-style belt. For the brunette character, retain her leather jacket but deepen its color and texture to appear more aged and luxurious, and replace her black t-shirt with a rich, dark brown blouse with a V-neck. Add a delicate silver necklace to her outfit. Adjust the lighting to be dim and moody, with soft, directional light coming from the left, casting gentle shadows and highlighting the textures of the clothing and gate. Introduce a subtle, warm atmospheric haze to enhance depth and mood. Remove the floating orange leaf particles from the left side of the frame. Maintain the original character positions, camera angle, and shot scale."}
{"sample_id": "heldout1000_0510", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_30-Scene-418_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_30-o/33_30-Scene-418_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_30-o/33_30-Scene-418_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_30-o/33_30-Scene-418_part3.mp4", "instruction": "Transform the modern indoor setting into a traditional East Asian architectural environment at night, replacing the plain green wall with ornate tiled roof structures and wooden beams. Replace the contemporary pendant light with a glowing traditional lantern featuring a grid pattern. Change the casual school-style outfit into an elegant, light-blue traditional robe with intricate white geometric patterns and a high collar. Style the hair into a long, flowing traditional hairstyle with a small green hair ornament. Enhance the lighting to be dramatic and moody with deep blue and purple tones, creating a cinematic nighttime atmosphere. Apply rich color grading to emphasize the contrast between the illuminated lantern and the dark surroundings, while preserving the subject's facial expression, pose, and camera framing."}
{"sample_id": "heldout1000_0511", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_1-Scene-0863_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_1-o/26_1-Scene-0863_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_1-o/26_1-Scene-0863_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_1-o/26_1-Scene-0863_part1.mp4", "instruction": "Enhance the scene with dramatic, moody lighting that emphasizes shadows and depth, creating a cinematic atmosphere. Replace the casual clothing of the characters with darker, more stylized attire—such as dark hoodies, layered shirts, and fitted pants—while preserving their identities and movements. Maintain the existing layout, camera motion, and shot scale. Enhance the color grading to a cooler, desaturated tone with high contrast, and add subtle atmospheric haze to deepen the ambiance. Keep the wooden paneling, carpet, furniture, and decor intact but render them with richer textures and more pronounced lighting effects to elevate the visual quality to a high-cost cinematic standard."}
{"sample_id": "heldout1000_0512", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_34-Scene-127_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_34-o/32_34-Scene-127_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_34-o/32_34-Scene-127_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_34-o/32_34-Scene-127_part1.mp4", "instruction": "Replace the plain, modern watch on the wrist with an ornate, vintage-style bracelet featuring intricate metalwork and dark, textured inlays. Enhance the lighting to be more dramatic and directional, with soft highlights and deeper shadows to create a moody, cinematic atmosphere. Upgrade the background to a richly detailed, period-appropriate setting with stone or aged wood textures, and add subtle atmospheric haze to deepen the scene's depth. The paper being handled should appear aged and weathered, with visible handwritten script and a slightly yellowed tone, consistent with historical or fantasy styling. Maintain the same hand movements, camera angle, and framing throughout."}
{"sample_id": "heldout1000_0513", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_21-Scene-146_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_21-o/34_21-Scene-146_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_21-o/34_21-Scene-146_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_21-o/34_21-Scene-146_part1.mp4", "instruction": "Transform the scene into a grand, ceremonial setting by replacing the muted beige drapes with vibrant red banners and ribbons draped across the building entrances and lanterns. Update the characters' clothing from modern casual wear to elaborate traditional attire, featuring flowing white and cream robes with red sashes. Replace the simple potted plants and floral arrangements with large, ornate bouquets of colorful flowers and ceremonial floral displays. Enhance the architectural details by adding rich red fabric accents to the building's eaves and pillars, emphasizing the ornate design. Adjust the ladder to appear ceremonial, positioned upright and adorned with red fabric, as if part of a ritual setup. Introduce ceremonial props such as red-lacquered trays and ritual vessels carried by characters. Enhance the lighting to create a dramatic, atmospheric mood with soft, diffused light that highlights the red accents and traditional costumes, while preserving the original camera motion, shot scale, and scene layout."}
{"sample_id": "heldout1000_0514", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_32-Scene-276_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_32-o/39_32-Scene-276_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_32-o/39_32-Scene-276_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_32-o/39_32-Scene-276_part4.mp4", "instruction": "Transform the scene into a dramatic, emotionally intense cinematic moment. Replace the neutral, blurred background with a dark, richly textured interior setting, such as a dimly lit palace or traditional hall, featuring warm wooden panels and deep shadows. Change the plain white collared shirt to a flowing, golden-yellow period garment with soft fabric folds and subtle sheen, enhancing the historical or fantasy aesthetic. Enhance the lighting to be moody and theatrical, with strong rim lighting and soft highlights on the face, emphasizing emotional depth. Apply dramatic makeup with defined eyes, glossy lips, and visible tears streaming down the cheeks to convey sorrow and vulnerability. Maintain the same facial expression, head position, and camera framing, preserving the original shot scale and timing. Add atmospheric depth with subtle haze or soft glow to enhance the cinematic mood."}
{"sample_id": "heldout1000_0515", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_22-Scene-021_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_22-o/38_22-Scene-021_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_22-o/38_22-Scene-021_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_22-o/38_22-Scene-021_part3.mp4", "instruction": "Enhance the nighttime scene by darkening the sky to a deep, velvety black, removing visible stars and moonlight to create a more mysterious and immersive atmosphere. Replace the characters' modern casual clothing with traditional, flowing period attire—dark robes for the figure on the left and white robes for the figure on the right—while preserving their seated poses and relative positions. Upgrade the roof texture to a more aged, weathered tile with subtle cracks and moss, enhancing its historical authenticity. Change the signboard text from '云' to '同' in a more stylized, calligraphic font, and add a faint glow to the sign to suggest ambient light from within. Reduce the surrounding vegetation to sparse, shadowy foliage, maintaining the silhouette of trees on the left but minimizing their density to emphasize the building's isolation. Introduce subtle, dynamic motion in the sky—such as faint, drifting particles or ethereal light trails—to suggest a magical or otherworldly presence, while keeping the camera angle, shot scale, and overall composition unchanged."}
{"sample_id": "heldout1000_0516", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_16-Scene-229_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_16-o/35_16-Scene-229_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_16-o/35_16-Scene-229_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_16-o/35_16-Scene-229_part2.mp4", "instruction": "Transform the modern, casual attire into an elaborate traditional Chinese court dress with intricate floral embroidery and a high collar. Replace the simple hair accessory with an ornate headdress adorned with colorful flowers, beads, and metallic embellishments. Upgrade the everyday earrings to elaborate, multi-tiered earrings with red and blue gemstones. Change the neutral background to an opulent interior featuring richly carved wooden panels with traditional lattice patterns and warm, ambient lighting. Enhance the makeup with bold red lipstick, defined eyes, and a more dramatic expression to match the period aesthetic. Maintain the same facial expression, head position, and camera framing while adding cinematic color grading with warm tones and soft highlights to emphasize the luxurious materials and atmosphere."}
{"sample_id": "heldout1000_0517", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_15-Scene-425_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_15-o/38_15-Scene-425_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_15-o/38_15-Scene-425_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_15-o/38_15-Scene-425_part1.mp4", "instruction": "Replace the wooden floor with a gravel-like surface to create a rugged, outdoor environment. Enhance the fabric textures on the clothing with intricate, period-appropriate patterns, such as wavy lines and subtle weaves, and add a dark, textured outer garment with visible stitching. Modify the headband to feature a layered, earth-toned design with a more rugged appearance. Adjust the lighting to be cooler and more dramatic, with deeper shadows and higher contrast to emphasize the cinematic atmosphere. Change the background to a rocky, natural setting to support the outdoor, ancient aesthetic. Maintain the same character pose, facial expression, and camera framing while enhancing the overall visual richness and historical authenticity."}
{"sample_id": "heldout1000_0518", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_37-Scene-578_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_37-o/34_37-Scene-578_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_37-o/34_37-Scene-578_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_37-o/34_37-Scene-578_part2.mp4", "instruction": "Transform the character's appearance into a rich, period-style cinematic look by replacing the simple green floral hair accessory with an elaborate, ornate headpiece featuring intricate floral arrangements in warm tones of red, gold, and beige, adorned with metallic accents. Style the hair into a sophisticated, high-updo with visible braided sections and decorative pins. Replace the modern, plain blouse with a traditional, layered garment in deep blue and white, featuring detailed embroidery and structured collar. Enhance the makeup with bold, defined eyebrows, rich red lipstick, and subtle eye contouring to match the dramatic aesthetic. Maintain the same facial expression, camera angle, and background setting, preserving the original layout and scene semantics while elevating the visual quality through detailed costume, hair, and makeup enhancements."}
{"sample_id": "heldout1000_0519", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__25-Scene-0388_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/25-o/25-Scene-0388_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/25-o/25-Scene-0388_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/25-o/25-Scene-0388_part1.mp4", "instruction": "Replace the round, clear-lensed eyewear on the left eye with a black, matte-finished eye patch secured by a thin black strap across the forehead. Enhance the lighting to be more dramatic and directional, casting deeper shadows and increasing contrast on the face and suit. Intensify the color grading to give the scene a darker, more cinematic tone with richer blacks and warmer highlights. Maintain the same facial expression, head position, and camera framing. Preserve the black suit and high-collared shirt, but enhance the fabric texture and sheen to appear more luxurious and detailed. Ensure the background remains unchanged in layout and structure, but deepen its shadows and add subtle atmospheric haze to increase depth and mood."}
{"sample_id": "heldout1000_0520", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_33-Scene-309_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_33-o/33_33-Scene-309_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_33-o/33_33-Scene-309_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_33-o/33_33-Scene-309_part2.mp4", "instruction": "Transform the modern, minimalist interior into an ornate, traditional Chinese-style setting by replacing the rectangular doorway with a circular archway featuring intricate wooden lattice and decorative stone trim. Enhance the characters' attire: add elaborate traditional Chinese robes with detailed embroidery, replace the simple headpieces with ornate hairpins and decorative headdresses, and enrich the fabric textures with silk-like sheen and subtle patterns. Upgrade the lighting to warm, dramatic tones with soft backlighting and ambient glow, emphasizing depth and atmosphere. Add atmospheric haze and subtle lens flares to enhance the cinematic mood. Preserve the characters' positions, expressions, and the overall composition, including the circular framing effect in the foreground."}
{"sample_id": "heldout1000_0521", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_23-Scene-687_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_23-o/31_23-Scene-687_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_23-o/31_23-Scene-687_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_23-o/31_23-Scene-687_part1.mp4", "instruction": "Transform the scene into a richly detailed, cinematic fantasy setting. Replace the vibrant, abstract pink and green background with a lush, natural garden featuring dense green bamboo on the left and vibrant orange-red flowering trees on the right. Update the woman's simple modern hairstyle to an elegant, traditional updo with a decorative hairpin, and change her casual gray t-shirt into a colorful, layered traditional robe with yellow and blue accents. Update the man's long, natural hairstyle to a flowing, period-appropriate style with a white traditional robe featuring intricate silver trim and layered sleeves. Enhance the lighting to be soft, natural, and atmospheric, with dappled sunlight filtering through the foliage, creating depth and mood. Add subtle atmospheric haze to enhance the fantasy ambiance. Keep the characters' positions, expressions, and camera framing unchanged."}
{"sample_id": "heldout1000_0522", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_5-Scene-0510_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_5-o/26_5-Scene-0510_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_5-o/26_5-Scene-0510_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_5-o/26_5-Scene-0510_part1.mp4", "instruction": "Transform the scene from a bright, natural daylight setting with a simple outdoor background visible through a window to a dark, moody interior with rich, textured wood paneling and dramatic, low-key lighting. Enhance the lighting to create deep shadows and a cinematic atmosphere, emphasizing the subject's face with subtle rim lighting. Replace the neutral, casual olive green blazer and top with a more stylized, period-inspired outfit featuring a tailored blazer with refined detailing and a layered, textured top. Add elegant, vintage-style earrings and a delicate necklace to elevate the look. Maintain the subject's pose, camera angle, and overall composition while enriching the materials, color grading, and atmosphere to convey a sophisticated, cinematic tone."}
{"sample_id": "heldout1000_0523", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_027176", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__knitting__6684097_kampus_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__knitting__6684097_kampus_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__hobby__knitting__6684097_kampus_production_2.mp4", "instruction": "Apply a retro 1980s office aesthetic with CRT screen glow, bold geometric patterns, and fluorescent lighting, turning the workspace into a nostalgic sci-fi scene."}
{"sample_id": "heldout1000_0524", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_33-Scene-469_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_33-o/32_33-Scene-469_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_33-o/32_33-Scene-469_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_33-o/32_33-Scene-469_part1.mp4", "instruction": "Transform the vibrant, high-contrast landscape into a muted, cinematic scene with a desaturated color palette. Replace the bright, dynamic sky with a flat, overcast gray sky. Remove the flock of birds and the large tree on the left, replacing them with a more natural, sparse hillside vegetation. Reduce the number of people in the background to only one figure standing alone in the distance. Adjust the lighting to be soft and diffused, eliminating harsh highlights and deep shadows. Enhance the texture and depth of the tea bushes in the foreground, making them appear more realistic and dense. Add a subtle, natural shadow cast by the distant figure consistent with the overcast lighting. In the foreground, introduce a woman with long dark hair styled in an elegant updo, wearing a light-colored traditional garment, partially visible on the right side of the frame. Ensure all elements blend seamlessly with the background, preserving the original camera angle, shot scale, and scene composition."}
{"sample_id": "heldout1000_0525", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_063471", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__exercise__8921979_shvets_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__exercise__8921979_shvets_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__exercise__8921979_shvets_production_2.mp4", "instruction": "Infuse with the emotion of a futuristic warrior clad in sleek, glowing armor, with dynamic golden energy emanating from their outstretched hands, captured in a dramatic, high-contrast 3D render style."}
{"sample_id": "heldout1000_0526", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_28-Scene-121_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_28-o/35_28-Scene-121_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_28-o/35_28-Scene-121_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_28-o/35_28-Scene-121_part1.mp4", "instruction": "Transform the modern, minimalist interior into an ornate, traditional Chinese-style setting with dark wooden shelves, intricate carvings, and classical decorative panels. Replace the contemporary clothing with elaborate traditional attire: the standing woman wears a beige robe with red embroidered collar and cuffs, while the seated woman wears a rich green robe with detailed floral embroidery. Add traditional hair accessories—flower ornaments for the standing woman and an ornate headdress with jewels for the seated woman. Replace the modern props (vases, blue flowers) with classical items: a dried floral arrangement in a bronze vase, antique porcelain vases, and a wooden box. Enhance the lighting to warm, dramatic, stylized illumination with soft backlighting and golden tones, emphasizing depth and texture. Maintain the original camera position, shot scale, and character poses, preserving the scene’s layout and action."}
{"sample_id": "heldout1000_0527", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_37-Scene-411_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_37-o/39_37-Scene-411_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_37-o/39_37-Scene-411_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_37-o/39_37-Scene-411_part2.mp4", "instruction": "Transform the scene from a simple, neutral indoor setting to a richly decorated, opulent palace interior with golden drapery, ornate wooden architecture, and warm, dramatic lighting. Replace the plain blue headpiece with an elaborate, golden, multi-tiered headdress featuring intricate filigree and dangling tassels. Upgrade the simple gray garment to a luxurious, multi-layered traditional robe with golden embroidery, purple and green silk accents, and a high collar. Enhance the lighting to create a warm, cinematic glow with strong highlights and deep shadows, emphasizing the textures of the costume and background. Maintain the same camera angle, character positioning, and facial expressions, preserving the original shot scale and timing."}
{"sample_id": "heldout1000_0528", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_025470", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__fitness__5803602_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__fitness__5803602_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__fitness__5803602_cottonbro_studio_1.mp4", "instruction": "Turn it into a dark, enigmatic figure resembling a cloaked knight with glowing blue eyes, adorned with intricate armor and large, feathered wings, rendered in a highly detailed, photorealistic fantasy style."}
{"sample_id": "heldout1000_0529", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_44-Scene-089_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_44-o/38_44-Scene-089_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_44-o/38_44-Scene-089_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_44-o/38_44-Scene-089_part2.mp4", "instruction": "Transform the scene from a modern urban night setting to a dark, mystical forest environment. Replace the streetlamp lighting with dim, natural moonlight filtering through dense trees, creating deep shadows and a moody atmosphere. Change the characters' clothing from modern casual wear (light blue turtleneck, black jacket, jeans) to traditional East Asian robes with layered fabrics, earthy tones, and sashes. Replace the urban background with a dense, overgrown forest featuring moss-covered rocks, tall grass, and gnarled tree trunks. Remove any modern elements like streetlights or distant city lights, and enhance the environment with atmospheric fog and subtle bioluminescent glows in the foliage. Maintain the same camera angle, character positions, and movement, preserving the original scene layout and action. Enhance textures and materials to appear more natural and aged, with wet stone and weathered wood. Add subtle ambient sound cues (optional for audio, but visually implied by atmosphere) to support the fantasy setting."}
{"sample_id": "heldout1000_0530", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_1-Scene-0144_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_1-o/22_1-Scene-0144_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_1-o/22_1-Scene-0144_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_1-o/22_1-Scene-0144_part3.mp4", "instruction": "Replace the human character wearing the VR headset and braided hair with a non-human alien figure featuring a long snout, large eyes, and textured skin, while preserving the same pose and position. Retain the same clothing style and color for the alien as the original human's green top, but adapt it to fit the alien's anatomy. Keep the other human character unchanged in appearance and position. Enhance the background with a more natural, dense forest environment, adding depth and atmospheric haze. Adjust the overall color grading to a desaturated, cinematic tone with cooler shadows and muted earthy tones. Maintain the same camera angle, framing, and lighting direction as the original low-cost version."}
{"sample_id": "heldout1000_0531", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_030226", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__cuisine__6248162_kampus_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__cuisine__6248162_kampus_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__food__cuisine__6248162_kampus_production_1.mp4", "instruction": "Transform the entire video into a nostalgic, grainy home video aesthetic with slight color fading, VHS-style tracking lines, and a warm sepia tint reminiscent of family memories."}
{"sample_id": "heldout1000_0532", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_13-Scene-062_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_13-o/35_13-Scene-062_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_13-o/35_13-Scene-062_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_13-o/35_13-Scene-062_part4.mp4", "instruction": "Transform the modern urban courtyard into an ornate traditional Chinese-style architectural setting with wooden pillars, tiled roofs, and decorative lattice windows. Replace the contemporary clothing with traditional Chinese robes: the woman on the left wears a gray and white layered robe with intricate patterns, the woman leaning over wears a dark sleeveless top with a high collar and traditional hairpiece, and the man in the background wears a flowing pink robe with wide sleeves. Replace the modern lighting with warm, ambient lanterns hanging from the eaves, casting soft golden light and creating dramatic shadows. Replace the modern bench and concrete surfaces with traditional wooden railings and stone paving. Add hanging floral arrangements and subtle mist to enhance the atmospheric depth. Maintain the same camera motion, shot scale, and character positions while enhancing the color grading to a rich, cinematic palette with deep shadows and warm highlights."}
{"sample_id": "heldout1000_0533", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_35-Scene-495_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-495_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-495_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_35-o/32_35-Scene-495_part1.mp4", "instruction": "Enhance the scene with dramatic, moody lighting, deepening shadows and enriching contrast to create a cinematic atmosphere. Apply a cool, desaturated color grade with subtle purple and blue undertones to evoke a period or fantasy setting. Transform the character's simple white garment into a richly textured, layered costume with dark red and deep blue fabrics, featuring intricate patterns and a high collar. Style the hair into an elaborate, braided updo with loose strands framing the face, adding volume and historical authenticity. Introduce a soft, diffused backlight to create a halo effect around the hair and shoulders, enhancing depth and drama. Maintain the same camera angle, framing, and motion, preserving the character's position and expression while upgrading the visual fidelity and production design to match a high-budget historical or fantasy drama."}
{"sample_id": "heldout1000_0534", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_063373", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__social__8915177_kampus_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__social__8915177_kampus_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__social__8915177_kampus_production_3.mp4", "instruction": "Give it the characteristics of a girl with long dark hair adorned with colorful bohemian-style accessories, wearing round sunglasses with reflective lenses that distort and colorize her surroundings, in a photorealistic yet surreal artistic style."}
{"sample_id": "heldout1000_0535", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_013180", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__publicspeaking__4091251_rafael__castro.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__publicspeaking__4091251_rafael__castro.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__social__publicspeaking__4091251_rafael__castro_2.mp4", "instruction": "Render the scene in a hyper-detailed, cyberpunk photorealistic style where the Colosseum is covered in neon graffiti and holographic advertisements, and the Arch of Constantine is embedded with glowing data streams."}
{"sample_id": "heldout1000_0536", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_11-Scene-314_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_11-o/32_11-Scene-314_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_11-o/32_11-Scene-314_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_11-o/32_11-Scene-314_part2.mp4", "instruction": "Replace the simple black hairpin in the topknot with an ornate, silver, architectural-style headpiece featuring intricate carvings and a tiered design. Upgrade the blue patterned robe to a detailed, high-quality traditional garment with a light gray base, dark embroidered borders, and subtle texture. Replace the abstract, blurred background with a realistic, softly focused ancient Chinese courtyard setting, including tiled rooftops and stone structures. Enhance the lighting to be natural and diffused, with a soft, cinematic color grade emphasizing muted tones and atmospheric depth. Maintain the subject's pose, facial expression, and camera framing exactly as in the low-cost version."}
{"sample_id": "heldout1000_0537", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_29-Scene-110_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_29-o/31_29-Scene-110_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_29-o/31_29-Scene-110_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_29-o/31_29-Scene-110_part1.mp4", "instruction": "Transform the modern, casual appearance into a traditional Chinese cinematic style: replace the simple hairstyle with an ornate headdress featuring a central golden ornament and floral accents; change the modern clothing to a richly colored traditional Chinese garment with visible embroidery; replace the simplified background with an intricately carved wooden frame and a patterned lattice window; enhance the lighting to a dramatic, high-contrast style with strong backlighting from the window; intensify the makeup with bold, dark eyeliner and vibrant pink lipstick; maintain the same facial expression, pose, and camera angle while adding atmospheric depth and period-appropriate textures to the scene."}
{"sample_id": "heldout1000_0538", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__28-Scene-0058_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/28-o/28-Scene-0058_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/28-o/28-Scene-0058_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/28-o/28-Scene-0058_part1.mp4", "instruction": "Enhance the scene with a cinematic, period-appropriate aesthetic: upgrade the house's exterior to feature aged stone masonry with moss-covered textures and weathered wood trim; enrich the garden with dense, overgrown foliage and wildflowers; apply a desaturated, moody color grade with deep shadows and soft, diffused lighting to evoke a somber, timeless atmosphere; transform the man's clothing into a worn, earth-toned work tunic and trousers with visible fabric texture and dirt stains; update the woman's attire to a long, dark, flowing period dress with subtle fabric folds and a modest neckline; add atmospheric haze and subtle lens flare to the sky to deepen the sense of depth and mood; preserve the original camera motion, character positions, and actions while enhancing material realism and environmental detail."}
{"sample_id": "heldout1000_0539", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_41-Scene-516_part8", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_41-o/31_41-Scene-516_part8.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_41-o/31_41-Scene-516_part8.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_41-o/31_41-Scene-516_part8.mp4", "instruction": "Transform the modern casual attire of both individuals into elaborate traditional Chinese-style robes with intricate patterns and flowing sleeves. Replace the acoustic guitar with a traditional Chinese musical instrument, such as a guqin or guzheng, positioned on the table. Change the background from a stylized painted landscape with curtains to a realistic outdoor pavilion setting with wooden pillars, greenery, and natural light filtering through sheer blue curtains. Add a vertical calligraphy banner with Chinese characters to the pillar. Enhance the lighting to be soft and natural, with dappled sunlight and atmospheric depth, and apply rich color grading to emphasize the period aesthetic. Maintain the same camera angle, shot scale, and character positions, preserving the original layout and interaction."}
{"sample_id": "heldout1000_0540", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_39-Scene-725_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_39-o/33_39-Scene-725_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_39-o/33_39-Scene-725_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_39-o/33_39-Scene-725_part1.mp4", "instruction": "Transform the modern, casual outdoor setting into a traditional East Asian interior with wooden lattice windows and aged red-painted beams. Replace the simple black hair accessory with an ornate, curved black hairpiece adorned with silver filigree. Style the hair into a high, intricate updo with braided sections cascading down the sides. Change the modern, plain clothing to a traditional light blue robe with subtle embroidery. Enhance the makeup with dramatic, winged eyeliner, soft pink eyeshadow, and a natural rosy lip color. Adjust the lighting to a cool, diffused tone with soft shadows, and add atmospheric depth to the background to evoke a historical or fantasy setting. Preserve the subject's facial expression, head position, and camera framing."}
{"sample_id": "heldout1000_0541", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_031436", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0170__71f603954e928e14c790dd052fcf14ab.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0170__71f603954e928e14c790dd052fcf14ab.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0170__71f603954e928e14c790dd052fcf14ab_2.mp4", "instruction": "Transform the scene into a high-definition macro photography series where the grasses are towering stalks of light, the seeds are tiny planets, and the breeze is a cosmic wind."}
{"sample_id": "heldout1000_0542", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_25-Scene-347_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_25-o/35_25-Scene-347_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_25-o/35_25-Scene-347_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_25-o/35_25-Scene-347_part1.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style by replacing the simple blue headpiece with an ornate, traditional Chinese headdress featuring floral and gemstone embellishments, and adding intricate hair ornaments with dangling tassels. Replace the minimalistic earrings with elaborate, multi-layered pearl and jade earrings. Change the plain white top to a richly textured, olive-green traditional robe with a high black collar and a jade pendant at the neckline. Transform the neutral, blurred background into a dimly lit, opulent palace interior with warm, glowing lanterns and traditional wooden architecture. Adjust the lighting to a dramatic, moody ambiance with soft candlelight and deep shadows, enhancing the atmosphere and depth. Preserve the subject's facial expression, pose, and camera framing exactly as in the original."}
{"sample_id": "heldout1000_0543", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_037236", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__music__6949105_kampus_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__music__6949105_kampus_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__music__6949105_kampus_production_2.mp4", "instruction": "Have it portray a ginger tabby cat with bright yellow eyes, fluffy fur, and a playful expression, using a photorealistic yet slightly stylized artistic approach that emphasizes vibrant colors and soft textures."}
{"sample_id": "heldout1000_0544", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_22-Scene-442_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_22-o/32_22-Scene-442_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_22-o/32_22-Scene-442_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_22-o/32_22-Scene-442_part1.mp4", "instruction": "Transform the scene from a modern, neutral indoor setting to a cinematic, period-style environment. Replace the plain beige wall background with a warm, textured wooden interior, adding soft, ambient candlelight that creates gentle glows and shadows. Introduce two glowing candles in the background, positioned to the left, casting a golden hue. Update the woman’s white contemporary top to a traditional yellow and white layered garment with visible red trim details. Add delicate silver earrings to her ears and a small hair ornament at the top of her ponytail. Enhance the lighting to be more dramatic and atmospheric, with a focus on warm tones and soft highlights on her face and clothing. Maintain the same camera angle, framing, and facial expression, preserving the subject’s identity and action while elevating the visual style to a rich, cinematic aesthetic."}
{"sample_id": "heldout1000_0545", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_19-Scene-507_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_19-o/38_19-Scene-507_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_19-o/38_19-Scene-507_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_19-o/38_19-Scene-507_part1.mp4", "instruction": "Transform the modern indoor setting into a period-style marketplace or apothecary, replacing the pixelated abstract background with hanging bundles of dried goods and wooden shelves. Update the characters' clothing to traditional East Asian attire: the woman in the foreground wears a detailed, period-appropriate robe with a high collar and hair styled in an updo with a decorative hairpin; the man in the background wears a layered, loose-fitting robe with a sash. Replace the soft, artificial indoor lighting with natural, diffused daylight filtering through a wooden lattice window, casting soft shadows. Remove modern furniture and digital elements, replacing them with wooden counters, woven baskets, and traditional storage containers. Enhance the atmosphere with a muted, earthy color palette and subtle texture on surfaces to convey aged materials. Maintain the original camera angle, character positions, and scene composition."}
{"sample_id": "heldout1000_0546", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_27-Scene-379_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_27-o/32_27-Scene-379_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_27-o/32_27-Scene-379_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_27-o/32_27-Scene-379_part1.mp4", "instruction": "Transform the modern indoor setting into an ornate historical palace interior with rich red and gold drapery, wooden lattice windows, and traditional architectural details. Replace the casual gray top with an elaborate, off-white traditional robe featuring intricate embroidery and layered fabric. Upgrade the simple black headpiece with gold accents and a central gemstone into a highly detailed, jeweled headdress with ornate golden filigree and dangling ornaments. Enhance the makeup with bold, dramatic eye makeup using purple and pink tones, and apply rich red lipstick. Replace the minimal earrings with long, dangling pearl earrings. For the second woman, change her simple pink and white outfit into a refined traditional gown with subtle floral patterns, and replace her simple hair accessory with an elegant floral hairpiece adorned with pearls and gemstones. Add soft, warm lighting with a golden hue to create a regal atmosphere, and ensure all changes preserve the original camera angle, character positions, and facial expressions."}
{"sample_id": "heldout1000_0547", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_011327", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0082__35f49a312cc6ec9a72549f199eb13885.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0082__35f49a312cc6ec9a72549f199eb13885.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0082__35f49a312cc6ec9a72549f199eb13885_2.mp4", "instruction": "Reimagine the scene as a surreal dream sequence where the beach is made of liquid silver and the horse moves like a shadow across the water, while the city behind is a crumbling mirage."}
{"sample_id": "heldout1000_0548", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_26-Scene-084_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_26-o/24_26-Scene-084_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_26-o/24_26-Scene-084_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_26-o/24_26-Scene-084_part1.mp4", "instruction": "Transform the scene into a grand, period-style ancestral hall with richly detailed wooden architecture, including ornate beams, carved pillars, and traditional lattice windows. Replace the plain wall with a large ancestral portrait of a figure on horseback, framed in gold, and add ceremonial red candles on the altar. Enhance the characters' clothing: the standing woman's light blue robe becomes a flowing, layered traditional Hanfu with intricate embroidery, while the seated woman's blue garment transforms into a richly patterned, brocade robe with gold accents. Replace the modern household items on the altar with ceremonial objects: incense burners, ritual vessels, and ornate vases. Add atmospheric lighting with soft, directional beams of light streaming through the windows, creating a hazy, reverent ambiance. Increase color saturation and contrast to achieve a cinematic, warm-toned look with deep shadows and golden highlights. Preserve the characters' positions, actions, and camera framing exactly as in the low-cost version."}
{"sample_id": "heldout1000_0549", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_06-Scene-592_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_06-o/34_06-Scene-592_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_06-o/34_06-Scene-592_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_06-o/34_06-Scene-592_part2.mp4", "instruction": "Transform the modern casual clothing into traditional ancient-style garments: replace the blue crop top and shirt with flowing, layered robes in soft lavender and light blue hues, featuring wide sleeves and sash details. Replace the modern hair buns with elaborate ancient hairstyles adorned with ornate hairpins and floral accessories. Change the contemporary indoor background to an ancient courtyard setting with wooden architecture, stone pathways, and bamboo elements. Adjust the lighting to soft, diffused natural daylight with a warm, cinematic tone, enhancing the atmosphere with subtle haze and depth. Preserve the characters' identities, poses, and camera framing while adding rich textures, period-accurate materials, and a serene, historical ambiance."}
{"sample_id": "heldout1000_0550", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_27-Scene-395_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_27-o/35_27-Scene-395_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_27-o/35_27-Scene-395_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_27-o/35_27-Scene-395_part1.mp4", "instruction": "Transform the modern, casual outfit into an elaborate, historically inspired embroidered dress with rich pink and gold tones and intricate floral patterns. Replace the simple bun with an ornate traditional hairstyle adorned with blue and white floral hairpieces. Upgrade the small, subtle earrings to large, ornate green and white jade earrings. Change the contemporary indoor background to a traditional, textured stone or aged wall setting with classical architectural elements. Adjust the lighting to be more dramatic and stylized, with soft shadows and warm, cinematic tones. Enhance the overall color palette to be more vibrant and historically accurate, emphasizing rich, saturated hues. Add a decorative pendant necklace with green beads and a white floral brooch at the collar. Maintain the same camera angle, shot scale, and character pose while preserving the identity and action of the subject. Ensure the transformation is anchored to the visible elements: the person’s head, clothing, jewelry, and background."}
{"sample_id": "heldout1000_0551", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_23-Scene-034_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_23-o/35_23-Scene-034_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_23-o/35_23-Scene-034_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_23-o/35_23-Scene-034_part1.mp4", "instruction": "Transform the modern interior setting into an ornate traditional Chinese palace hall, replacing the contemporary furniture with intricately carved wooden furniture, red and gold drapery, and decorative lattice screens. Replace the casual clothing of the characters with elaborate traditional Chinese robes—richly embroidered silk garments in gold, maroon, and deep purple, with intricate patterns and layered sleeves. Change the hairstyles to traditional updos adorned with hairpins and ornaments. Replace the coffee mug and white balloon with traditional props such as incense burners, calligraphy scrolls, and ceremonial fans. Enhance the lighting to be warm, dramatic, and atmospheric, with soft golden light filtering through paper lanterns and glowing from oil lamps, creating deep shadows and highlights. Add rich textures to surfaces: polished wood, silk fabrics, and lacquered details. Maintain the same character positions, camera angle, and scene composition while upgrading the visual style to a cinematic, period-drama aesthetic."}
{"sample_id": "heldout1000_0552", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_25-Scene-344_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_25-o/35_25-Scene-344_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_25-o/35_25-Scene-344_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_25-o/35_25-Scene-344_part2.mp4", "instruction": "Transform the modern, casual attire into an elaborate traditional Qing dynasty-style costume with intricate embroidery and a high-collared, olive-green robe. Replace the simple grey sweater with richly textured fabric featuring detailed patterns. Upgrade the hairstyle by replacing the modern headdress with an ornate, historically accurate Qing dynasty hairpiece adorned with pearls, floral ornaments, and dangling jade pendants. Enhance the jewelry with intricate, multi-layered earrings and a prominent jade pendant at the collar. Replace the neutral, plain background with a richly decorated interior featuring traditional Chinese architectural elements, including wooden lattice windows and hanging lanterns. Adjust the lighting to a warm, atmospheric glow from multiple lanterns and candles, creating deep shadows and a cinematic mood. Maintain the subject's facial expression, pose, and camera framing while enhancing the overall visual richness and period authenticity."}
{"sample_id": "heldout1000_0553", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_27-Scene-131_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_27-o/35_27-Scene-131_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_27-o/35_27-Scene-131_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_27-o/35_27-Scene-131_part2.mp4", "instruction": "Transform the modern casual attire and hairstyle into an ornate traditional Chinese dress and headdress. Replace the white blouse with a richly embroidered blue and gold Qing dynasty-style robe with intricate patterns and a high collar. Change the modern hairstyle with yellow flowers and tassels into a traditional Chinese updo adorned with blue floral hairpins, red tassels, and black hair ornaments. Enhance the background with traditional Chinese architectural elements, such as red-painted wooden beams and decorative lattice, while maintaining the natural green foliage. Upgrade the lighting to a dramatic, cinematic style with soft shadows and warm, stylized color grading to evoke a historical period atmosphere. Preserve the character's facial expression, pose, and camera framing while adding period-appropriate details to the clothing, hair, and environment."}
{"sample_id": "heldout1000_0554", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_058188", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__skeleton__8471224_mart__production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__skeleton__8471224_mart__production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__skeleton__8471224_mart__production_3.mp4", "instruction": "Capture the essence of a young woman with long straight brown hair, wearing a floral-patterned dress with soft pastel tones, and a slightly ethereal, dreamy aesthetic."}
{"sample_id": "heldout1000_0555", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_31-Scene-063_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_31-o/31_31-Scene-063_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_31-o/31_31-Scene-063_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_31-o/31_31-Scene-063_part1.mp4", "instruction": "Transform the plain white shirt with gold buttons into a vibrant turquoise traditional robe with intricate geometric patterns along the collar and sleeves. Replace the neutral, softly lit background with a richly decorated, opulent interior featuring ornate golden architectural details and soft, diffused purple and gold ambient lighting. Enhance the overall lighting to be more dramatic and cinematic, with a warm, glowing atmosphere that highlights the character's face and costume details, while preserving the character's expression, head position, and camera framing."}
{"sample_id": "heldout1000_0556", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_04-Scene-117_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_04-o/32_04-Scene-117_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_04-o/32_04-Scene-117_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_04-o/32_04-Scene-117_part1.mp4", "instruction": "Transform the scene into a grand, cinematic East Asian palace interior. Replace the simple, dimly lit background with ornate black and gold lattice screens and patterned ceiling panels. Add a majestic, intricately carved throne with golden accents to the left. Enhance the character on the right by replacing their simple blue outfit with a rich, red and gold embroidered robe and an elaborate black ceremonial crown with golden details. Upgrade the character on the left’s white robe to a more traditional, flowing white hanfu with subtle detailing. Introduce multiple glowing lanterns and candelabras as light sources to create warm, dramatic lighting. Add decorative elements such as a golden incense burner and ornate side tables. Maintain the original camera motion, shot scale, and character positions while enhancing the atmosphere with richer textures, materials, and color grading."}
{"sample_id": "heldout1000_0557", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_48-Scene-514_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_48-o/38_48-Scene-514_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_48-o/38_48-Scene-514_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_48-o/38_48-Scene-514_part2.mp4", "instruction": "Transform the central abstract painting into a traditional East Asian ink wash scroll depicting a historical or mythological scene with figures, horses, and landscape elements, rendered in monochrome with expressive brushwork. Enhance the lighting to be dim and atmospheric, with soft shadows and a moody, cinematic tone. Replace the smooth, modern wall texture with aged, textured stone or plaster walls that show subtle cracks and weathering. Maintain the characters' traditional hairstyles and attire, but enrich the clothing with subtle period-appropriate details and textures, such as layered fabrics and embroidered patterns. Adjust the overall color palette to be desaturated and earthy, with a warm, sepia-toned grading to evoke an ancient, historical ambiance. Preserve the original camera angle, framing, and character positions, ensuring the transformation focuses on the painting, background, and lighting while keeping the scene's layout and action unchanged."}
{"sample_id": "heldout1000_0558", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_06-Scene-293_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_06-o/34_06-Scene-293_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_06-o/34_06-Scene-293_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_06-o/34_06-Scene-293_part1.mp4", "instruction": "Transform the scene from a modern, casual urban setting to a richly detailed traditional Chinese courtyard. Replace the contemporary buildings and street elements with authentic traditional architecture featuring green-painted wooden beams, tiled roofs, and lattice windows. Enhance the stone pillars with intricate carvings and inscriptions, and add decorative lanterns and flowering trees to the background. Update the characters' clothing to elaborate traditional Hanfu garments with flowing sleeves, layered fabrics, and ornate patterns in soft pastel and deep purple hues. Add culturally specific accessories such as hairpins, fans, and embroidered sashes. Style the characters' hair into traditional updos with decorative ornaments. Enhance the lighting to a soft, diffused daylight with subtle atmospheric haze, increasing saturation and contrast to create a dramatic, cinematic look. Replace the plain pavement with aged stone tiles and add subtle texture to the ground. Apply a warm color grade with rich, saturated tones and a slight film grain to evoke a period drama aesthetic. Preserve the original camera angle, character positions, and scene composition."}
{"sample_id": "heldout1000_0559", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_049327", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__shooting__9634259_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__shooting__9634259_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__sports__shooting__9634259_cottonbro_studio_2.mp4", "instruction": "Transform the video into a surreal, mirrored fashion show where the wall is a vast reflective surface, and the two individuals are duplicates in infinite reflections."}
{"sample_id": "heldout1000_0560", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_24-Scene-196_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_24-o/35_24-Scene-196_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_24-o/35_24-Scene-196_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_24-o/35_24-Scene-196_part1.mp4", "instruction": "Transform the modern hairstyle with a simple headband and pink flowers into an elaborate traditional Chinese headdress with dark green fabric and red accents. Replace the plain white blouse with a richly detailed green traditional dress featuring intricate golden patterns and a high collar. Enhance the background by adding a traditional Chinese-style wooden lattice door with red-painted frames and a white hanging curtain, while preserving the existing indoor setting layout. Upgrade the lighting to be more dramatic and cinematic, with deeper shadows and warm, directional light sources to emphasize the period atmosphere. Add subtle atmospheric haze to enhance depth and mood, while maintaining the same camera angle, shot scale, and character pose."}
{"sample_id": "heldout1000_0561", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__15-Scene-0071_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/15-o/15-Scene-0071_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/15-o/15-Scene-0071_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/15-o/15-Scene-0071_part1.mp4", "instruction": "Transform the scene into a richly detailed, fantastical study by enhancing the fireplace into a grand stone hearth with a glowing, enchanted fire and ornate mantel; increase the number of books and stack them more densely around the room, adding aged leather-bound volumes and mystical tomes; replace the modern lighting with warm, ambient candlelight from a tall candelabra on the left and soft glow from the fireplace; retain the old-fashioned wooden chair and desk but add intricate carvings and aged patina; replace the plain background with a stone archway and textured, aged walls; update the character's clothing to a layered, period-style ensemble with a vest, scarf, and textured fabric; enhance the vase with wild, overgrown flowers and add a mystical aura; leave the floor cluttered with papers and books to emphasize scholarly chaos; replace the simple wall decor with framed ancient maps and arcane symbols; add subtle magical effects such as floating dust motes and faint light trails around the character’s hands as they write; maintain the same camera angle, shot scale, and character action, preserving the overall layout and scene semantics."}
{"sample_id": "heldout1000_0562", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_40-Scene-272_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_40-o/38_40-Scene-272_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_40-o/38_40-Scene-272_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_40-o/38_40-Scene-272_part1.mp4", "instruction": "Transform the modern urban night scene into a dark, atmospheric ancient courtyard setting. Replace the futuristic building with a traditional East Asian-style structure featuring tiled roofs and wooden architecture. Change the character's modern casual clothing into a flowing, layered traditional robe with soft pink and white tones and subtle red accents. Replace the smartphone with a small, ornate hand-held object consistent with the period. Adjust the lighting to be dim and moody, with soft ambient light from lanterns or moonlight, enhancing the mysterious atmosphere. Remove the modern car and any artificial light sources, replacing them with natural shadows and subtle environmental glow. Maintain the character's pose, movement, and camera angle, preserving the original shot scale and composition. Add atmospheric elements such as mist or faint fog to enhance the cinematic mood, while keeping the character's identity and action consistent."}
{"sample_id": "heldout1000_0563", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_008795", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0074__304b43bf896679d758d783eff4d09b62.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0074__304b43bf896679d758d783eff4d09b62.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0074__304b43bf896679d758d783eff4d09b62_1.mp4", "instruction": "Render the entire video in a liquid mercury aesthetic where the stream flows like molten silver, the rocks are reflective mirrors, and the forest is made of shimmering, moving glass."}
{"sample_id": "heldout1000_0564", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_68-Scene-196_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_68-o/35_68-Scene-196_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_68-o/35_68-Scene-196_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_68-o/35_68-Scene-196_part1.mp4", "instruction": "Transform the modern indoor setting into a traditional Chinese palace interior. Replace the red-framed glass windows with ornate wooden lattice windows featuring grid patterns. Replace the contemporary ceiling light with an elaborate black metal chandelier. Change the casual clothing of both individuals to traditional Chinese robes: the person on the left wears a dark, textured robe with a high collar and holds a red ceremonial hat, while the person on the right wears a richly embroidered robe with a red hat featuring a decorative tassel. Replace the simple wooden chair with an intricately carved dark wood chair. Add a traditional floor lamp with a glowing paper lantern shade between them. Enhance the lighting to be warm, dramatic, and atmospheric, with soft backlighting from the windows and ambient glow from the lantern. Apply a cinematic color grade with deep reds, dark browns, and muted tones to evoke a historical or period drama atmosphere. Keep the same camera angle, character positions, and interaction dynamics."}
{"sample_id": "heldout1000_0565", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_07-Scene-421_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_07-o/31_07-Scene-421_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_07-o/31_07-Scene-421_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_07-o/31_07-Scene-421_part2.mp4", "instruction": "Transform the modern urban setting into a stylized, cinematic ancient Chinese environment. Replace the contemporary building facade with a grand, dark-toned traditional Chinese pavilion featuring ornate golden roof details and vertical stone carvings. Replace the plain banner or cloth with flowing pink silk ribbons that flutter dynamically in the wind. Change the characters' casual clothing into elaborate traditional Chinese garments with layered fabrics, intricate patterns, and flowing sleeves. Enhance the lighting to create a bright, high-contrast daylight scene with strong highlights and deep shadows, emphasizing the dramatic atmosphere. Add dense, dark green pine trees in the background to deepen the sense of historical and natural grandeur. Maintain the original camera angle, character positions, and motion trajectory while upgrading materials, textures, and color grading to achieve a rich, cinematic look with enhanced depth and visual detail."}
{"sample_id": "heldout1000_0566", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_055576", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0285__c719576123b6b0364f8048ae3ac67633.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0285__c719576123b6b0364f8048ae3ac67633.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0285__c719576123b6b0364f8048ae3ac67633_2.mp4", "instruction": "Transform the mud field into a surreal, dreamlike terrain where the mud is liquid mercury, the tire tracks glow with energy, and the vehicles move like slow-motion creatures."}
{"sample_id": "heldout1000_0567", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_5-Scene-1092_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_5-o/26_5-Scene-1092_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_5-o/26_5-Scene-1092_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_5-o/26_5-Scene-1092_part1.mp4", "instruction": "Enhance the scene with a subtle, ethereal glowing effect that traces across the woman's face and neck, resembling faint, golden energy lines or magical sparks. Increase the overall lighting contrast to create a more dramatic, cinematic atmosphere while preserving the original facial expression, hair movement, and camera framing. Maintain the dark, textured background but add a faint, otherworldly luminescence to the stone-like surfaces to suggest a mystical or fantasy setting. Keep the clothing and accessories unchanged, but enhance the material sheen to reflect the magical glow. Ensure the transformation preserves the subject's identity, action, and shot scale, with no changes to camera motion or timing."}
{"sample_id": "heldout1000_0568", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_36-Scene-050_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_36-o/24_36-Scene-050_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_36-o/24_36-Scene-050_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_36-o/24_36-Scene-050_part1.mp4", "instruction": "Enhance the beaded curtain by replacing the background with a dark, blurred interior featuring soft, diffused light sources resembling large windows or ambient backlighting. Upgrade the beads to appear more luxurious: replace the blue beads with clear, faceted crystal beads that reflect light with sharp highlights, and enhance the red beads with deeper, richer color and glossy surface reflections. Add subtle surface imperfections and micro-scratches to the beads to give them a realistic, aged appearance. Introduce soft, directional lighting from above and behind to create dramatic highlights and deep shadows under each bead, enhancing depth and three-dimensionality. Maintain the same camera motion, shot scale, and layout, preserving the position and movement of the beads and the person behind them. Ensure the background remains out of focus to emphasize the beads as the primary subject, while adding atmospheric haze to deepen the mood."}
{"sample_id": "heldout1000_0569", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_015583", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0106__45cbcced3b0748c17a0ac07c5628b54c.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0106__45cbcced3b0748c17a0ac07c5628b54c.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0106__45cbcced3b0748c17a0ac07c5628b54c_1.mp4", "instruction": "Render the entire video in a noir-style cinematic aesthetic with high-contrast shadows, deep sepia tones, and grainy film texture, evoking a 1940s detective thriller atmosphere."}
{"sample_id": "heldout1000_0570", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_08-Scene-094_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_08-o/31_08-Scene-094_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_08-o/31_08-Scene-094_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_08-o/31_08-Scene-094_part3.mp4", "instruction": "Transform the character's modern casual attire into traditional fantasy-style clothing, specifically a rich red robe with white inner lining, while keeping the same facial expression and pose. Replace the plain, neutral background with an ornate, golden lattice structure with deep blue backlighting, creating a dramatic and period-appropriate setting. Replace the modern light source with a flickering candle on an elegant candelabra, positioned to the right of the character, enhancing the atmospheric lighting. Enhance the overall color grading to be more saturated and stylized, with deeper contrasts and a cinematic tone, while preserving the character's identity, camera framing, and shot scale."}
{"sample_id": "heldout1000_0571", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_34-Scene-300_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_34-o/32_34-Scene-300_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_34-o/32_34-Scene-300_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_34-o/32_34-Scene-300_part2.mp4", "instruction": "Transform the scene from a natural, softly lit outdoor setting to a cinematic, stylized indoor environment with a cool, moody color grade. Replace the blurred green background with a dark, out-of-focus architectural interior, possibly a traditional palace or chamber, featuring vertical lines and soft bokeh. Enhance the hair accessories by adding ornate, delicate white floral ornaments on both sides of the hair, replacing the simple black clip. Upgrade the earrings to more elaborate, dangling silver or pearl designs with intricate details. Replace the modern, casual white top with a traditional, flowing light-blue or white garment with subtle embroidery and layered fabric, suggesting a historical or fantasy setting. Apply dramatic, directional lighting with soft shadows to emphasize facial features and create depth, while maintaining the subject's pose, expression, and camera framing. Enhance the makeup to be more defined and ethereal, with subtle eye makeup and a slightly more pronounced lip color, fitting a period or fantasy aesthetic. Add a delicate necklace or choker to complement the attire. Preserve the subject's identity, action, and camera motion, and ensure the overall composition remains consistent with the original shot scale and layout."}
{"sample_id": "heldout1000_0572", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_45-Scene-127_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_45-o/39_45-Scene-127_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_45-o/39_45-Scene-127_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_45-o/39_45-Scene-127_part2.mp4", "instruction": "Transform the scene into a richly detailed, cinematic period setting by replacing the modern, simple furniture with ornate traditional Chinese furniture, including a carved wooden table and intricately designed shelves. Replace the plain rug with a large, patterned red carpet featuring traditional motifs. Restore the elaborate curtains and screens with richly textured, layered drapes and decorative lattice panels. Replace the modern candle holder with an ornate incense burner featuring intricate carvings and a glowing flame. Update the characters' clothing to elaborate traditional Chinese attire: the seated woman wears a luxurious purple robe with gold embroidery and an ornate headdress, while the standing woman wears a vibrant blue and yellow robe with matching headdress and flowing sleeves. Replace the everyday household objects on the shelves with decorative porcelain, vases, and ceremonial items. Enhance the lighting to a warm, dramatic ambiance with soft candlelight and ambient glow from lanterns, emphasizing depth and texture. Maintain the original layout, character positions, and camera motion while enriching materials, colors, and atmosphere to reflect a grand, historical setting."}
{"sample_id": "heldout1000_0573", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_058376", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__graphic__8477709_arthouse_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__graphic__8477709_arthouse_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_style1__3D_gathering__graphic__8477709_arthouse_studio_2.mp4", "instruction": "Make it as if it were lovingly hand-knitted from thick, soft yarn. The entire surface is covered in the recognizable, looping texture of knit stitches, with tiny, fuzzy fibers softening all the edges. The forms are plush and slightly rounded, giving them a comforting, huggable quality. The lighting is warm and domestic, absorbed by the material to create a cozy, shadow-rich appearance."}
{"sample_id": "heldout1000_0574", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__20-Scene-0322_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/20-o/20-Scene-0322_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/20-o/20-Scene-0322_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/20-o/20-Scene-0322_part1.mp4", "instruction": "Transform the scene from a natural, softly lit bedroom setting to a dark, atmospheric, and emotionally charged cinematic environment. Enhance the lighting to create deep shadows and a moody, low-key ambiance, emphasizing the contours of the face and hair with dramatic contrast. Intensify the facial expression to convey profound sorrow and emotional depth, with visible tears and a more strained, pained look. Maintain the same pose, camera angle, and composition, but elevate the color grading to a desaturated, cool-toned palette with high contrast, enhancing the somber mood. Preserve the existing clothing and hair style, but render them with richer textures and more pronounced highlights and shadows to match the cinematic lighting. Keep the background indistinct and dark, reinforcing the intimate and introspective atmosphere. Ensure no new props or objects are introduced, focusing solely on enhancing the existing visual elements to achieve a high-cost, emotionally resonant cinematic look."}
{"sample_id": "heldout1000_0575", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_03-Scene-094_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_03-o/32_03-Scene-094_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_03-o/32_03-Scene-094_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_03-o/32_03-Scene-094_part1.mp4", "instruction": "Transform the insect from a dark, metallic blue creature with black limbs into a fantastical, golden-hued arthropod with translucent, amber-colored wings and glowing red eyes. Replace the natural green foliage background with a soft, draped, off-white fabric surface that suggests a draped cloth or ancient textile. Enhance the lighting to be dramatic and moody, with soft shadows and a warm, diffused glow that highlights the creature's intricate details and gives it an otherworldly appearance. Maintain the same camera motion, shot scale, and creature positioning, preserving the forward movement and wing extension action. The creature's body should appear more textured and organic, with fine hairs and segmented limbs, while the background remains out of focus to emphasize the subject. Apply a cinematic color grade with muted tones and high contrast to create a mysterious, ancient atmosphere."}
{"sample_id": "heldout1000_0576", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_024118", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__americanfootball__5657552_diva_plavalaguna.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__americanfootball__5657552_diva_plavalaguna.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__sports__americanfootball__5657552_diva_plavalaguna_2.mp4", "instruction": "Render the entire video in a luxury magazine aesthetic with high-gloss finishes, reflective surfaces, and soft shadows that emphasize the bathrobes and skin texture."}
{"sample_id": "heldout1000_0577", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_045446", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__vocals__7586500_los_muertos_crew.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__vocals__7586500_los_muertos_crew.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__art__vocals__7586500_los_muertos_crew_1.mp4", "instruction": "Style the video in a warm, grainy 1980s cassette tape aesthetic: visible tape noise, color bleeding, slight tracking errors, and a vintage color palette with muted greens and reds."}
{"sample_id": "heldout1000_0578", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_35-Scene-366_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_35-o/35_35-Scene-366_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_35-o/35_35-Scene-366_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_35-o/35_35-Scene-366_part1.mp4", "instruction": "Transform the modern, casual dining scene into a richly detailed traditional Chinese setting. Replace the simple wooden chairs with ornate, carved wooden furniture featuring intricate patterns and traditional design. Change the plain curtains to luxurious, patterned silk drapes with golden embroidery. Replace the plain glass window with a decorative lattice window made of dark wood with geometric patterns, allowing soft, filtered light to enter. Update the woman's casual apron and t-shirt with an elaborate traditional Chinese robe in deep red with gold embroidery and intricate sleeve details. Add a traditional headdress with floral ornaments and dangling beads to her hair. Replace the man's plain black shirt with a dark, textured traditional tunic with subtle patterns. Replace the small, simple dining table with a large, ornate wooden table with carved legs and a polished surface. Remove the modern cups and plates and replace them with traditional porcelain teacups, a ceramic teapot, and a decorative incense burner as a centerpiece. Add a large, ornate lantern and a ceramic vase with calligraphy to the table. Enhance the lighting to be warm, dramatic, and atmospheric, with soft backlighting from the lattice window and subtle ambient glow from lanterns, creating a sense of depth and historical richness. Maintain the same camera angle, shot scale, and character positions, preserving the original scene layout and actions."}
{"sample_id": "heldout1000_0579", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_018191", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__animals__animals__5263681_katrin__bolovtsova.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__animals__animals__5263681_katrin__bolovtsova.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__animals__animals__5263681_katrin__bolovtsova_2.mp4", "instruction": "Reimagine the scene in a soft, vintage Polaroid film aesthetic with faded colors, slight vignetting, and a subtle grain texture giving it a nostalgic, memory-like quality."}
{"sample_id": "heldout1000_0580", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_055080", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__eating__8203070_polina_tankilevitch.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__eating__8203070_polina_tankilevitch.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__food__eating__8203070_polina_tankilevitch_2.mp4", "instruction": "Transform the visual style into a surreal, hyper-realistic pop-art composition with bold outlines, flat color blocks, and a grid-like overlay that mimics a comic strip panel."}
{"sample_id": "heldout1000_0581", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_07-Scene-102_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_07-o/31_07-Scene-102_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_07-o/31_07-Scene-102_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_07-o/31_07-Scene-102_part1.mp4", "instruction": "Transform the modern casual attire of the characters into elaborate traditional Chinese-style robes with purple and white patterns, including long sleeves and sashes. Replace the contemporary headwear with ornate traditional headdresses featuring decorative elements. Change the modern Western-style dining utensils to traditional Chinese tableware, such as small bowls and chopsticks. Replace the contemporary home furnishings in the background with traditional Chinese furniture, including dark wooden panels, lattice windows, and a classic lantern-style light fixture. Enhance the lighting to create a dramatic, stylized atmosphere with deep shadows and rich, warm tones, emphasizing the period setting. Add atmospheric details such as subtle mist or soft ambient light to enhance the cinematic mood. Maintain the original layout, character positions, actions, and camera motion while upgrading the visual style to a high-cost, cinematic, historical Chinese aesthetic."}
{"sample_id": "heldout1000_0582", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_055861", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0289__c9d02c568336c5a6d9c4dafab2598bac.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0289__c9d02c568336c5a6d9c4dafab2598bac.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0289__c9d02c568336c5a6d9c4dafab2598bac_1.mp4", "instruction": "Render the aerial view in a futuristic drone-visualization style, where the tree rows are glowing data lines, the ground is a grid of digital soil, and the camera moves like a holographic scan."}
{"sample_id": "heldout1000_0583", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_03-Scene-169_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_03-o/35_03-Scene-169_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_03-o/35_03-Scene-169_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_03-o/35_03-Scene-169_part3.mp4", "instruction": "Transform the modern casual attire of the four women into traditional Chinese-style pink robes with black embroidered collars and cuffs, replacing their simple headbands with elaborate black hair buns adorned with red ribbons and pink floral ornaments. Replace the contemporary office or home background with a grand imperial palace courtyard featuring red walls, traditional Chinese architectural elements, and a stone-paved ground. Maintain the same layout, camera motion, and pose, but enhance the lighting to a warm, cinematic daylight with soft shadows, and add atmospheric depth with subtle haze. Keep the wooden trays they are holding, but integrate them into the historical context as ceremonial serving trays. Ensure the background figures are dressed in period-appropriate attire, including one in a blue robe with a red hat, to support the historical setting."}
{"sample_id": "heldout1000_0584", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_51-Scene-690_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_51-o/33_51-Scene-690_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_51-o/33_51-Scene-690_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_51-o/33_51-Scene-690_part1.mp4", "instruction": "Transform the modern, casual attire into elaborate historical costumes with intricate patterns and layered fabrics; replace the simple paper crown with an ornate, jade-embellished headpiece; change the blurred park background into a misty, ancient forest with rocky terrain; enhance the lighting to be dramatic and moody with soft, diffused shadows; add detailed armor-like shoulder pieces with carved designs; maintain the same character positions, facial expressions, and camera framing; preserve the scene's emotional tension and visual composition."}
{"sample_id": "heldout1000_0585", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_46-Scene-067_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_46-o/35_46-Scene-067_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_46-o/35_46-Scene-067_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_46-o/35_46-Scene-067_part1.mp4", "instruction": "Transform the modern indoor setting into an ornate traditional Chinese marketplace. Replace the plain wooden structure with a detailed wooden pavilion featuring tiled roofing and decorative beams. Add traditional Chinese signage with calligraphy, including vertical banners and shop signs with characters like '玉' (jade) and '茶' (tea). Replace the simple hanging lights with red and pink paper lanterns. Update the characters' clothing: change casual modern wear to elaborate traditional garments such as qipao and robes with intricate embroidery and patterns. Style their hair with traditional updos and add ornate hairpins and headpieces. Replace the abstract silhouettes in the background with detailed figures of people in period attire, interacting in a bustling market scene. Add traditional props like vases, scrolls, and jade ornaments on display stands. Enhance the color scheme with rich, warm tones—deep reds, golds, and earthy browns—to reflect a historical setting. Adjust the lighting to be warm and dramatic, with soft shadows and ambient glow from lanterns. Introduce atmospheric details such as light mist or dust particles in the air to enhance depth and mood. Preserve the original camera motion, shot scale, and character positions while adding these cinematic elements."}
{"sample_id": "heldout1000_0586", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_33-Scene-405_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_33-o/39_33-Scene-405_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_33-o/39_33-Scene-405_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_33-o/39_33-Scene-405_part1.mp4", "instruction": "Transform the modern office setting into a grand, traditional East Asian ceremonial hall. Replace the simple office chairs with ornate, elevated thrones and ceremonial seating. Replace the plain curtains and neutral walls with richly decorated banners featuring red and white patterns, and intricate wooden lattice screens. Add a large golden emblem on the back wall and hanging scrolls with calligraphy. Replace modern business attire with elaborate traditional costumes, including flowing robes with intricate embroidery, ceremonial hats, and ornate accessories. Replace the conference table and office supplies with a ceremonial table adorned with ritual items, incense burners, and golden vessels. Introduce gold and dark wood materials throughout the scene, enhancing the opulence. Upgrade the lighting to warm, dramatic, and atmospheric, using hanging lanterns and glowing backlit panels to create depth and mood. Maintain the original layout, character positions, and camera motion, preserving the scene's spatial structure and timing."}
{"sample_id": "heldout1000_0587", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_057568", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__plants__8431557_mart__production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__plants__8431557_mart__production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__plants__8431557_mart__production_3.mp4", "instruction": "Render it in the style of a futuristic cyberpunk girl with teal hair, glowing pink eyes, and intricate mechanical enhancements, including a helmet with a prominent pink visor and a high-tech bodysuit."}
{"sample_id": "heldout1000_0588", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_18-Scene-137_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_18-o/32_18-Scene-137_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_18-o/32_18-Scene-137_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_18-o/32_18-Scene-137_part2.mp4", "instruction": "Enhance the scene by replacing the abstract, glowing light source with a realistic full moon casting soft, diffused light through dynamic, textured clouds in a deep night sky. Transform the stylized, colorful, and flat background into a detailed, atmospheric night market setting with traditional East Asian architecture, including wooden buildings, red lanterns, and hanging banners with calligraphy. Add depth and realism by introducing people in period-appropriate attire walking through the market, illuminated by warm, flickering lanterns. Replace the flat, neon-like lighting with rich, layered lighting that creates natural shadows and highlights, enhancing the sense of depth and material texture. Apply cinematic color grading with a cool blue night sky and warm amber tones from the lanterns to create a visually striking contrast. Maintain the original camera framing and motion, preserving the composition and spatial layout while upgrading the visual fidelity and production design."}
{"sample_id": "heldout1000_0589", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_047855", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0214__90e612f2cb332ad8e17ee95ce108cae4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0214__90e612f2cb332ad8e17ee95ce108cae4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0214__90e612f2cb332ad8e17ee95ce108cae4_2.mp4", "instruction": "Reimagine the scene in a surreal, surrealist dreamscape with melting candles, floating icons, and a ceiling made of shifting stained glass that refracts light into impossible colors."}
{"sample_id": "heldout1000_0590", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_59-Scene-362_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_59-o/35_59-Scene-362_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_59-o/35_59-Scene-362_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_59-o/35_59-Scene-362_part1.mp4", "instruction": "Transform the modern, casual attire and setting into a richly detailed historical Qing Dynasty court scene. Replace the simple black hats with ornate traditional Chinese headdresses featuring intricate floral and gemstone embellishments. Add elaborate jewelry and accessories to the characters' heads and ears, including dangling earrings and hairpins. Change the plain black clothing with white collars into formal, high-quality black court robes with detailed embroidery and decorative front clasps. Replace the neutral outdoor park background with an opulent palace courtyard featuring traditional Chinese architecture, red pillars, green latticework, and other court attendants in period attire. Enhance the lighting to be dramatic and cinematic, with warm, directional light creating depth and atmosphere, while preserving the original camera motion, shot scale, character positions, and actions."}
{"sample_id": "heldout1000_0591", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_012223", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__tabletennis__3969471_pavel_danilyuk.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__tabletennis__3969471_pavel_danilyuk.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__sports__tabletennis__3969471_pavel_danilyuk_2.mp4", "instruction": "Recreate the scene in a surreal, dream logic style where time is suspended and objects float in slow motion, with the cat’s fur turning into drifting feathers and the notebook pages unfolding into glowing origami birds."}
{"sample_id": "heldout1000_0592", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_17-Scene-545_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_17-o/33_17-Scene-545_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_17-o/33_17-Scene-545_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_17-o/33_17-Scene-545_part1.mp4", "instruction": "Replace the modern transparent face shield and headgear with an elegant, traditional updo hairstyle secured by a decorative pearl hairpin. Change the casual white t-shirt to a flowing, light-colored traditional robe with subtle embroidered patterns along the collar and sleeves. Replace the neutral indoor background with a dark, atmospheric setting that suggests a historical or fantasy interior, possibly with soft ambient lighting and a moody, cinematic color grade. Enhance the lighting to be more dramatic and stylized, with soft highlights on the face and clothing, while preserving the original pose, facial expression, and camera angle. Maintain the same shot scale and composition, ensuring the subject's hand resting under the chin remains in the same position."}
{"sample_id": "heldout1000_0593", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_22-Scene-494_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_22-o/31_22-Scene-494_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_22-o/31_22-Scene-494_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_22-o/31_22-Scene-494_part2.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style by replacing the modern park background with an ornate traditional courtyard featuring wooden lattice windows and lush greenery. Upgrade the clothing to rich, historically inspired attire with intricate geometric patterns on the collar and sleeves, using deep, saturated colors like burgundy and gold. Add subtle, dramatic lighting with warm highlights on the face and soft shadows to emphasize emotional depth. Introduce a slightly hazy, atmospheric quality to the environment to enhance mood. Maintain the original camera framing, character positions, and facial expressions while enriching textures and materials to appear more luxurious and detailed."}
{"sample_id": "heldout1000_0594", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_050257", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__social__social__9872869_koolshooters.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__social__social__9872869_koolshooters.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__social__social__9872869_koolshooters_2.mp4", "instruction": "Apply a cyberpunk underwater city aesthetic with glowing neon signs, holographic fish, and augmented reality interfaces floating above the pool’s surface, while the characters’ movements are enhanced by digital trails."}
{"sample_id": "heldout1000_0595", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__13-Scene-1118_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/13-o/13-Scene-1118_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/13-o/13-Scene-1118_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/13-o/13-Scene-1118_part1.mp4", "instruction": "Transform the mundane city street background into a dark, misty mountainous landscape with jagged peaks under a stormy sky. Replace the character's casual green t-shirt and jeans with a bare, emaciated, pale-skinned body showing visible ribs and muscle definition, consistent with a fantasy creature. Enhance the character's already exaggerated features—large eyes, pointed ears, and elongated limbs—with more pronounced, textured skin and a gaunt, otherworldly appearance. Adjust the lighting to be dramatic and high-contrast, with deep shadows and a moody, desaturated color grade to emphasize the eerie atmosphere. Keep the same camera angle, character pose, and relative positioning to the fallen figure in the foreground. Maintain the scene's composition and action, preserving the character's crouched posture and facial expression while upgrading the visual fidelity and cinematic style."}
{"sample_id": "heldout1000_0596", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_48-Scene-395_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_48-o/32_48-Scene-395_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_48-o/32_48-Scene-395_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_48-o/32_48-Scene-395_part2.mp4", "instruction": "Enhance the background by replacing the neutral, blurred indoor setting with a lush, natural outdoor environment featuring soft green foliage and bokeh effects, suggesting a serene garden or forest. Maintain the subject's hairstyle and minimal makeup, but elevate the lighting to be more dramatic and cinematic with subtle highlights on the hair and face, enhancing depth and texture. Introduce a secondary character partially visible on the right side of the frame, wearing traditional dark attire with a high hairpiece, to add narrative context and visual richness without altering the main subject's position or expression. Preserve the close-up shot scale, camera motion, and timing, ensuring the subject's identity, action, and emotional state remain unchanged."}
{"sample_id": "heldout1000_0597", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__20-Scene-0921_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/20-o/20-Scene-0921_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/20-o/20-Scene-0921_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/20-o/20-Scene-0921_part1.mp4", "instruction": "Enhance the scene with a cinematic color grade, shifting the overall tone to a cooler, desaturated palette with increased contrast and shadow depth to create a moody, dramatic atmosphere. Introduce a subtle, stylized glow around the subject's eyes to emphasize intensity and emotional focus, while maintaining natural skin texture. Apply a stronger background blur to isolate the subject and create a shallow depth of field, enhancing the sense of intimacy and focus. Adjust lighting to be more directional and dramatic, with soft highlights on the face and deeper shadows, simulating a high-contrast, cinematic lighting setup. Preserve the subject's expression and identity, and keep the car interior and background geometry unchanged, but enhance the visual texture of the car's surfaces and the background foliage to appear more detailed and atmospheric. Avoid adding new contextual elements or altering clothing; instead, emphasize the existing details through enhanced lighting and color grading."}
{"sample_id": "heldout1000_0598", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_07-Scene-017_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_07-o/35_07-Scene-017_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_07-o/35_07-Scene-017_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_07-o/35_07-Scene-017_part1.mp4", "instruction": "Replace the white conical hat with a rich red, velvet-like traditional hat featuring a golden finial and decorative trim. Enhance the dark robe with subtle, intricate embroidery on the chest and sleeves, suggesting high-quality fabric and craftsmanship. Increase the dramatic lighting by intensifying the backlighting through the ornate lattice windows, creating strong silhouettes and golden highlights on the hat and shoulders. Add atmospheric haze to deepen the scene's depth and mood, while preserving the character's expression, pose, and the overall composition. Maintain the same camera angle, shot scale, and background structure, but enrich the textures and color grading to convey a cinematic, period-drama aesthetic."}
{"sample_id": "heldout1000_0599", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__29_05-Scene-539_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/29_05-o/29_05-Scene-539_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/29_05-o/29_05-Scene-539_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/29_05-o/29_05-Scene-539_part1.mp4", "instruction": "Transform the modern urban setting into a traditional Chinese courtyard environment. Replace the contemporary building facade with a weathered stone wall featuring diamond-patterned tilework and a wooden door with a traditional design. Add an ornate, warm-toned lantern hanging above the doorway. Change the characters' modern casual attire to traditional Chinese robes with layered fabrics and subtle embroidery; update the headwear to black, structured scholar caps with long tassels. Replace the modern potted plants with traditional stone planters and lush greenery. Enhance the atmosphere with soft, natural daylight and a slightly aged, textured material appearance on walls and props. Maintain the same camera angle, character positions, and scene layout while adding period-appropriate details such as carved stone elements and a wooden overhang above the door."}
{"sample_id": "heldout1000_0600", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_35-Scene-125_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_35-o/24_35-Scene-125_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_35-o/24_35-Scene-125_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_35-o/24_35-Scene-125_part4.mp4", "instruction": "Transform the modern casual outfit into an elaborate traditional East Asian warrior attire, featuring a dark blue and gold embroidered robe with intricate shoulder armor. Replace the casual headband with a styled topknot secured by an ornate hairpin. Change the natural outdoor park background to a misty, ethereal sky with soft clouds, evoking a fantasy or historical setting. Enhance the lighting to a soft, diffused cinematic glow with subtle rim lighting to emphasize the character's features and costume details. Maintain the same facial expression, head position, and camera framing while upgrading the materials, textures, and overall atmosphere to a high-production cinematic style."}
{"sample_id": "heldout1000_0601", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_19-Scene-193_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_19-o/24_19-Scene-193_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_19-o/24_19-Scene-193_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_19-o/24_19-Scene-193_part1.mp4", "instruction": "Transform the scene from a modern, simplified setting to a richly detailed traditional Korean palace courtyard at night. Replace the bright green, flat-walled building with an ornate, dark-tiled traditional Korean palace structure featuring intricate wooden carvings, decorative eaves, and glowing lanterns. Change the characters' casual white and blue outfits to elaborate traditional hanbok with flowing sleeves, vibrant colors, and detailed embroidery. Replace the simple tables and chairs with low, ornate wooden tables and cushions, and add traditional tableware, incense burners, and ceremonial items. Enhance the lighting with warm, ambient glow from hanging lanterns and glowing paper windows, creating a dramatic, atmospheric night scene. Add a central ceremonial rug with intricate patterns, and include decorative elements like stone lanterns, potted plants, and water features to enrich the environment. Maintain the same camera angle, character positions, and movement patterns, preserving the overall layout and action while elevating the visual style to a cinematic, period-accurate aesthetic."}
{"sample_id": "heldout1000_0602", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_067406", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__communication__9520623_ron_lach.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__communication__9520623_ron_lach.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__social__communication__9520623_ron_lach_2.mp4", "instruction": "Apply a digital glitch art aesthetic with fragmented visuals, color channel shifts, and rhythmic digital artifacts synchronized to the man’s speech cadence."}
{"sample_id": "heldout1000_0603", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_16-Scene-109_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_16-o/31_16-Scene-109_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_16-o/31_16-Scene-109_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_16-o/31_16-Scene-109_part1.mp4", "instruction": "Transform the modern, casual setting into an ornate, historical palace interior with traditional wooden lattice windows and golden patterned wallpaper. Replace the woman's simple light blue top and flower hair accessory with an elaborate traditional yellow and orange silk robe and an intricate black updo adorned with decorative hairpins. Replace the man's modern sequined vest and casual hairstyle with a flowing teal and green traditional robe with embroidered patterns and a formal black hairstyle topped with a detailed silver crown. Enhance the lighting to be more dramatic and cinematic, with soft, diffused light emphasizing the richness of the fabrics and the opulence of the setting. Add subtle atmospheric haze to deepen the sense of grandeur, while preserving the original camera angle, character positions, and facial expressions."}
{"sample_id": "heldout1000_0604", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_41-Scene-383_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_41-o/32_41-Scene-383_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_41-o/32_41-Scene-383_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_41-o/32_41-Scene-383_part2.mp4", "instruction": "Transform the modern, minimalist kitchen setting into an ornate, traditional East Asian palace interior. Replace the neutral wall art with intricate, dark wooden lattice panels and golden decorative screens. Upgrade the simple teal candelabra into an elaborate, antique-style brass candelabra with flickering candles. Replace the casual white blouse with a richly embroidered, layered traditional robe in green and gold with detailed sleeves and sash. Replace the simple headband with an elaborate, jeweled headdress featuring intricate silver filigree and dangling ornaments. Change the pink floral arrangement to a vibrant bouquet of yellow chrysanthemums in a dark blue ceramic vase. Replace the modern white plate with a dark green, lacquered serving dish. Enhance the lighting to be dramatic and stylized, with strong backlighting from a high window and warm candlelight creating deep shadows and highlights. Adjust the color palette to be richer and more saturated, with deep blacks, golden accents, and vibrant floral colors. Maintain the character's pose, action, and camera framing while adding period-appropriate props and atmospheric details such as incense smoke and ornate furniture."}
{"sample_id": "heldout1000_0605", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_30-Scene-406_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_30-o/39_30-Scene-406_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_30-o/39_30-Scene-406_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_30-o/39_30-Scene-406_part2.mp4", "instruction": "Transform the simple modern interior into a grand, ornate palace setting with golden walls, intricate carvings, and a large red-and-gold floral throne backdrop. Replace the plain white and black geometric background with richly decorated golden panels and heavy purple drapery. Enhance the lighting to create a warm, dramatic atmosphere with glowing lanterns and ambient golden light. Upgrade the characters' clothing: add intricate embroidery and luxurious fabrics to the brown robe, and add detailed patterns and metallic accents to the beige robe. Replace the simple vase with a tall, ornate golden urn. Add ceremonial objects such as incense burners and decorative vases. Adjust the color palette to rich, saturated tones with deep reds, golds, and purples. Maintain the same character positions, camera angle, and scene layout."}
{"sample_id": "heldout1000_0606", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_043347", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__art__piano__8519996_yan_krukau.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__art__piano__8519996_yan_krukau.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__art__piano__8519996_yan_krukau_1.mp4", "instruction": "Render the entire video in a surreal, Dali-inspired dream logic style with melting clocks, floating hands, and distorted perspective, where the music stand appears to be made of liquid metal."}
{"sample_id": "heldout1000_0607", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_05-Scene-224_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_05-o/35_05-Scene-224_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_05-o/35_05-Scene-224_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_05-o/35_05-Scene-224_part3.mp4", "instruction": "Enhance the scene with cinematic lighting and color grading: shift from natural daylight to a warm, moody, low-key lighting scheme with deep shadows and soft highlights, emphasizing the traditional wooden architecture and paper window panels. Upgrade the characters' attire to more elaborate period costumes—replace the green and beige robes with richly textured, deep-toned garments featuring intricate embroidery and luxurious fabrics; change the seated character's green robe to a dark brown with gold detailing, and the standing character's beige robe to a soft pink with white trim. Enhance the hair ornaments with more ornate, jewel-encrusted floral accessories. Add atmospheric depth with subtle haze or mist, and enrich the materials of the vases and furniture with reflective, polished surfaces. Maintain the original composition, character positions, and camera framing while elevating the visual style to a dramatic, high-production aesthetic."}
{"sample_id": "heldout1000_0608", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__23-Scene-2252_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/23-o/23-Scene-2252_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/23-o/23-Scene-2252_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/23-o/23-Scene-2252_part3.mp4", "instruction": "Transform the character's casual hoodie and jeans into heavy, dark, armored combat gear with metallic plating and glowing accents on the shoulders and back. Replace the bright suburban street and modern building with a desolate, apocalyptic landscape of ruined structures, scattered debris, and smoldering ground under a dark, stormy sky. Change the sleek, futuristic car into a damaged, war-torn vehicle with exposed mechanical parts and glowing energy conduits. Replace the natural daylight with dim, atmospheric lighting dominated by low-angle, diffused light breaking through heavy clouds, casting long shadows and creating a grim, foreboding mood. Add smoke and dust particles in the air to enhance the post-apocalyptic atmosphere. Keep the character's back-facing pose, camera motion, and overall scene composition unchanged."}
{"sample_id": "heldout1000_0609", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_016931", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__3D__4770454_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__3D__4770454_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__3D__4770454_cottonbro_studio_2.mp4", "instruction": "Animate it with the spirit of a young woman featuring photorealistic 3D rendering, characterized by her long, wavy brown hair with red highlights, soft facial features, and a delicate blush, while wearing a white top with black straps."}
{"sample_id": "heldout1000_0610", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_14-Scene-576_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_14-o/32_14-Scene-576_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_14-o/32_14-Scene-576_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_14-o/32_14-Scene-576_part1.mp4", "instruction": "Transform the modern minimalist interior into an ornate historical palace setting with dark wooden architecture, golden decorative elements, and traditional Chinese lanterns. Replace the contemporary casual attire with elaborate historical garments: the standing man wears a long white robe with a green sash and black hat; the standing woman wears a dark brown robe with gold trim and a tall black headdress; the seated woman wears a richly embroidered green and black robe with a golden crown; the seated man wears a white robe with a black headdress. Replace the simple white cloud-shaped props with golden cloud motifs and ornate furniture. Change the soft indoor lighting to dramatic, warm, stylized lighting with golden glows from lanterns and overhead fixtures. Add atmospheric haze and rich color grading to enhance the period ambiance. Preserve the original character positions, poses, expressions, and camera framing."}
{"sample_id": "heldout1000_0611", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_027319", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__shooting__6706918_mikhail_nilov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__shooting__6706918_mikhail_nilov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__sports__shooting__6706918_mikhail_nilov_2.mp4", "instruction": "Transform the video into a vintage 1970s psychedelic music video aesthetic with swirling color gradients, halftone patterns, and kaleidoscopic distortions around the subject’s face."}
{"sample_id": "heldout1000_0612", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_14-Scene-319_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_14-o/32_14-Scene-319_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_14-o/32_14-Scene-319_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_14-o/32_14-Scene-319_part4.mp4", "instruction": "Replace the modern green and white circular lights with traditional red-and-white striped paper lanterns hanging in rows, adding warm glowing lanterns below for ambient lighting. Transform the plain beige and yellow buildings into traditional wooden architecture with red-painted beams, tiled roofs, and ornate eaves. Update the characters' clothing from modern casual wear to period-appropriate traditional robes and garments with intricate patterns and layered fabrics. Replace the modern white vehicle with a detailed wooden rickshaw or palanquin with a curved roof and decorative trim. Add decorative banners and calligraphy signs to the buildings, including a visible vertical sign with Chinese characters. Enhance the atmosphere with soft, warm lighting and a festive, historical ambiance, preserving the original scene layout, character positions, and camera perspective."}
{"sample_id": "heldout1000_0613", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_44-Scene-171_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_44-o/38_44-Scene-171_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_44-o/38_44-Scene-171_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_44-o/38_44-Scene-171_part1.mp4", "instruction": "Enhance the scene with cinematic visual effects: replace the abstract, glowing pink and red energy patterns in the background with a dark, atmospheric, blurred natural environment suggesting a nighttime outdoor setting, possibly a forest or garden with soft ambient light. Intensify the character's facial expression to convey heightened emotion, with furrowed brows and a more dramatic, tense mouth. Add a dark, textured scarf or neck wrap around the character's neck, replacing the simple collar. Adjust the lighting to be moody and directional, with cool blue and purple tones, creating strong contrast and depth. Maintain the character's traditional topknot hairstyle and overall pose, preserving the shot scale, camera angle, and scene composition. Enhance the overall atmosphere with subtle mist or haze to deepen the cinematic mood."}
{"sample_id": "heldout1000_0614", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_055808", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__handmade__8279422_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__handmade__8279422_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__handmade__8279422_rdne_stock_project_2.mp4", "instruction": "Bring it to life as a mysterious woman adorned in a black, ornate outfit with intricate patterns and star-like embellishments, captured in a dramatic, high-contrast artistic style."}
{"sample_id": "heldout1000_0615", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_47-Scene-481_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_47-o/32_47-Scene-481_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_47-o/32_47-Scene-481_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_47-o/32_47-Scene-481_part1.mp4", "instruction": "Transform the modern, minimalist interior into an ornate, historical-style setting with dark wooden beams, intricate carvings, and a large, detailed wooden panel behind the subject. Replace the contemporary chair with a grand, carved wooden throne featuring decorative armrests. Change the casual blue shirt into a rich, black traditional robe with textured fabric and detailed embroidery. Add a black, formal headpiece to match the historical attire. Replace the modern table lamp with a golden, bird-shaped candelabra with lit candles. Enhance the lighting to be dramatic and moody, with warm, directional light casting deep shadows and highlighting the textures of the costume and set. Maintain the subject's pose, facial expression, and camera framing while upgrading the materials, atmosphere, and production design to a cinematic, period-style aesthetic."}
{"sample_id": "heldout1000_0616", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_10-Scene-0739_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_10-o/22_10-Scene-0739_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_10-o/22_10-Scene-0739_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_10-o/22_10-Scene-0739_part1.mp4", "instruction": "Enhance the scene with a dark, mysterious, and atmospheric background, replacing the neutral indoor setting with a dimly lit, textured cave or underground environment. Increase contrast and reduce overall brightness to create a dramatic, moody lighting effect, with focused highlights on the character's face and armor. Retain the character's elaborate dark armor with visible mechanical details and reinforced shoulder plates, and enhance the material textures to appear rugged and weathered. Introduce subtle ambient light sources, such as faint glows from the background or reflective surfaces, to add depth. Maintain the character's intense expression and slightly exaggerated features, including the prominent beard and furrowed brow, to convey a sense of tension or focus. Keep the object near the character's face as a key prop, enhancing its metallic and functional appearance. Apply a desaturated, cool color grade with deep shadows and minimal vibrancy to emphasize the cinematic, sci-fi or fantasy tone. Preserve the original camera angle, framing, and character pose, ensuring the transformation is anchored to the existing armor, facial features, and hand-held object."}
{"sample_id": "heldout1000_0617", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_53-Scene-080_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_53-o/35_53-Scene-080_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_53-o/35_53-Scene-080_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_53-o/35_53-Scene-080_part1.mp4", "instruction": "Enhance the scene with a rich, deep red background to create a regal and dramatic atmosphere. Upgrade the hair accessories by replacing the simple blue flowers with intricate floral ornaments featuring red, white, and yellow blossoms, and add delicate golden accents to the black hair base. Replace the subtle pearl earrings with ornate, multi-layered earrings composed of gemstones and metallic filigree. Transform the clothing by adding elaborate embroidery with floral and geometric patterns in vibrant colors across the collar and shoulders, while maintaining the traditional high-collared silhouette. Intensify the makeup with bold, defined eye makeup using dark eyeliner and subtle shimmer, and apply a rich, deep red lipstick to enhance the dramatic and period-appropriate look. Preserve the subject's facial expression, head position, and camera framing, ensuring the overall composition remains consistent with the original shot."}
{"sample_id": "heldout1000_0618", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__18-Scene-0182_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/18-o/18-Scene-0182_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/18-o/18-Scene-0182_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/18-o/18-Scene-0182_part1.mp4", "instruction": "Transform the scene from a bright, daylight urban environment to a moody, cinematic nighttime cityscape. Reduce overall brightness and shift the color grading to a cooler, desaturated tone with deep shadows and selective highlights. Replace the modern, sleek car with a more stylized, futuristic vehicle featuring angular design and glowing headlights. Enhance the building facade with subtle, realistic textures and architectural details, while preserving the original structure. Introduce atmospheric lighting effects around the car and garage entrance, including soft glows and lens flares, to create a dramatic, high-contrast look. In the wider street view, replace the generic vehicles with a mix of classic and futuristic cars, including a prominent yellow taxi, and add ambient street lighting with reflections on wet pavement. Maintain the same camera motion, shot scale, and scene layout throughout the sequence."}
{"sample_id": "heldout1000_0619", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_06-Scene-209_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_06-o/31_06-Scene-209_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_06-o/31_06-Scene-209_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_06-o/31_06-Scene-209_part1.mp4", "instruction": "Transform the scene from a modern, subdued indoor setting to an ornate, fantasy-style palace interior. Replace the simple bedroom background with a grand, multi-tiered hall featuring golden pillars, intricate carvings, hanging lanterns, and a large decorative screen with a mountain motif. Change the character's casual light blue shirt into an elaborate purple and white traditional fantasy robe with detailed silver embroidery and a high collar. Add a red gemstone forehead mark and glowing red eyes to convey supernatural power. Replace the plain bedding with richly patterned silk cushions and a wooden platform. Introduce ambient golden lighting from hanging lanterns and glowing wall panels, enhancing the mystical atmosphere. Keep the character's pose, facial expression, and camera angle unchanged, preserving the original shot scale and timing."}
{"sample_id": "heldout1000_0620", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_068060", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__scenery__river__9653983_ron_lach.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__scenery__river__9653983_ron_lach.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__river__9653983_ron_lach_2.mp4", "instruction": "Illustrate it as a mysterious assassin clad in a weathered brown hooded cloak, adorned with intricate golden embellishments and a glowing amber gem, exuding a photorealistic and cinematic style."}
{"sample_id": "heldout1000_0621", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_12-Scene-228_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_12-o/35_12-Scene-228_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_12-o/35_12-Scene-228_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_12-o/35_12-Scene-228_part1.mp4", "instruction": "Transform the modern indoor setting into an ornate traditional Chinese palace hall. Replace the contemporary office-style hallway with a grand, red-and-gold palace corridor featuring intricate wooden beams, decorative lattice windows, and hanging red lanterns. Change the characters' casual clothing into traditional Chinese attire: long robes with embroidered patterns, formal headwear such as black or red official caps, and period-appropriate accessories. Replace the simple white tables with long banquet tables covered in black cloths, adorned with golden trays and ceremonial items. Update the flooring from plain tile to a richly patterned, colorful carpet with traditional motifs. Enhance the lighting to create a warm, dramatic atmosphere with soft natural light filtering through the windows and glowing lanterns. Add atmospheric depth with subtle haze and rich color grading emphasizing reds, golds, and deep greens. Maintain the same camera motion, shot scale, character positions, and scene layout while upgrading all visual elements to a cinematic, historical style."}
{"sample_id": "heldout1000_0622", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_17-Scene-421_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_17-o/33_17-Scene-421_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_17-o/33_17-Scene-421_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_17-o/33_17-Scene-421_part1.mp4", "instruction": "Replace the simple black hair accessory with an ornate, silver floral headpiece that integrates with the updo hairstyle. Remove the black mask with glowing blue patterns and reveal the woman's full face, showing expressive eyes, natural skin tone, and subtle makeup. Enhance the background from a neutral, blurred setting to a richly detailed, dimly lit interior with warm, golden ambient lighting and soft bokeh from distant light sources, suggesting a luxurious or period setting. Upgrade the lighting to dramatic, cinematic key lighting that highlights facial features and creates depth, while maintaining the same camera angle, shot scale, and character pose. Preserve the woman's identity, hair structure, and overall composition, but elevate the visual style to a high-production fantasy or period drama aesthetic."}
{"sample_id": "heldout1000_0623", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_011087", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0079__33b11bd364dac8b6904fb2bcbe8a6127.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0079__33b11bd364dac8b6904fb2bcbe8a6127.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0079__33b11bd364dac8b6904fb2bcbe8a6127_1.mp4", "instruction": "Render the pink sand dune in a surreal, hyper-realistic fantasy style where the sand is made of crushed gemstones and the sky is a gradient of liquid gold."}
{"sample_id": "heldout1000_0624", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__19-Scene-0479_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/19-o/19-Scene-0479_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/19-o/19-Scene-0479_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/19-o/19-Scene-0479_part1.mp4", "instruction": "Replace the plain, wavy-patterned windows with ornate stained glass windows featuring colorful religious or mythological scenes, framed by dark gothic tracery. Enhance the background with architectural details such as stone columns and arched window frames to suggest a grand cathedral or historic chapel. Increase the lighting drama by introducing soft, colored light filtering through the stained glass, casting vibrant hues across the scene. Maintain the woman’s pose, expression, and black coat, but enrich the overall atmosphere with a moody, cinematic tone through deep shadows, subtle lens flares, and a cooler, more saturated color grade. Preserve the camera angle, framing, and motion, ensuring the transformation focuses on the environment and lighting while keeping the subject’s identity and action unchanged."}
{"sample_id": "heldout1000_0625", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__9-Scene-1434_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/9-o/9-Scene-1434_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/9-o/9-Scene-1434_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/9-o/9-Scene-1434_part1.mp4", "instruction": "Transform the indoor setting into a snowy, mountainous landscape under a cold, overcast sky. Replace the man's casual black t-shirt and jeans with heavy, weathered fantasy armor featuring metallic plates, fur-lined pauldrons, and leather straps. Add a large, curved blade as a prop resting on his lap. Enhance the lighting to be dim and atmospheric, with soft snowfall and diffused light from above. Replace the simple hanging light bulbs with a futuristic, circular overhead structure with hanging mechanical components. Keep the same camera angle, character positions, and actions, preserving the scene's composition and timing. Add subtle frost and snow accumulation on the chair and surrounding surfaces to reinforce the cold environment."}
{"sample_id": "heldout1000_0626", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_025322", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0150__638138dd225e6d125bfb389af23d09dd.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0150__638138dd225e6d125bfb389af23d09dd.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0150__638138dd225e6d125bfb389af23d09dd_2.mp4", "instruction": "Render the scene in a retro 1980s boardroom aesthetic with neon-colored walls, patterned wallpaper, and a grainy VHS filter, giving the meeting a nostalgic, slightly surreal vibe."}
{"sample_id": "heldout1000_0627", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_037029", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__choreography__6939885_pavel_danilyuk.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__choreography__6939885_pavel_danilyuk.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__art__choreography__6939885_pavel_danilyuk_2.mp4", "instruction": "Reimagine the scene in a surrealist ink-and-wash style, where limbs appear translucent and the background dissolves into abstract calligraphic lines, creating a dreamlike fusion of motion and fluidity."}
{"sample_id": "heldout1000_0628", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_055970", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__flowers__8297776_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__flowers__8297776_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__flowers__8297776_rdne_stock_project_1.mp4", "instruction": "Make it exude the vibe of a futuristic biker wearing a sleek, metallic blue suit with glowing accents, a helmet with a visor, and detailed textures reminiscent of a high-tech, cyberpunk aesthetic."}
{"sample_id": "heldout1000_0629", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_43-Scene-505_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_43-o/32_43-Scene-505_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_43-o/32_43-Scene-505_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_43-o/32_43-Scene-505_part1.mp4", "instruction": "Transform the scene into a richly detailed traditional Chinese ceremonial setting. Replace the modern casual attire with elaborate traditional Hanfu garments: the foreground figure should wear a deep red, intricately embroidered wedding robe with gold accents and a matching red veil, while the standing figure beside them should wear a matching red ceremonial robe with a floral sash. Enhance the background with ornate red curtains and traditional wooden lattice windows. Replace the plain floor with a dark patterned tile floor featuring geometric designs. Add decorative elements such as a red lantern hanging near the window and floral patterns on the clothing. Adjust the lighting to warm, dramatic tones with soft highlights and deep shadows to emphasize the ceremonial atmosphere. Maintain the original camera angle, character positions, and actions, including the kneeling and standing poses, while enhancing the materials and textures of fabrics, wood, and stone to appear more luxurious and historically authentic."}
{"sample_id": "heldout1000_0630", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_29-Scene-060_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_29-o/35_29-Scene-060_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_29-o/35_29-Scene-060_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_29-o/35_29-Scene-060_part1.mp4", "instruction": "Replace the white traditional Chinese hat with a red, ornate conical hat featuring a decorative finial and fringed edge. Change the black garment with orange collar to a light gray traditional robe with subtle embroidered patterns and a small pendant at the collar. Enhance the background by replacing the neutral indoor shelves with a warm, softly lit traditional setting featuring blurred red ceramic jars and arched architectural elements. Upgrade the lighting to a warm, cinematic glow with soft highlights on the face and hat, emphasizing depth and texture. Maintain the same camera angle, shot scale, and character positioning, preserving the interaction and facial expressions."}
{"sample_id": "heldout1000_0631", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_011662", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__athletics__3760967_alexy_almond.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__athletics__3760967_alexy_almond.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__athletics__3760967_alexy_almond_3.mp4", "instruction": "Make it a futuristic warrior woman with long, flowing blonde hair, wearing a sleek, metallic outfit that combines elements of armor and form-fitting clothing, rendered in a highly detailed, photorealistic style."}
{"sample_id": "heldout1000_0632", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_15-Scene-384_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_15-o/31_15-Scene-384_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_15-o/31_15-Scene-384_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_15-o/31_15-Scene-384_part1.mp4", "instruction": "Transform the modern casual attire of the characters into elaborate traditional costumes with flowing sleeves, layered fabrics, and ornate details in rich colors such as deep green, purple, and blue. Replace the plain background with a traditional architectural setting featuring intricate stone carvings on the wall, a tiled roof, and a stone lantern with a carved base. Enhance the lighting to be soft and diffused, with a slightly cool tone to evoke a historical or fantasy atmosphere. Add decorative elements such as a pink flowering tree on the left and a wooden basin on a stand in the background. Maintain the same character positions, actions, and camera framing while upgrading the materials, textures, and color grading to create a cinematic, period-style aesthetic."}
{"sample_id": "heldout1000_0633", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_40-Scene-350_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_40-o/31_40-Scene-350_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_40-o/31_40-Scene-350_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_40-o/31_40-Scene-350_part2.mp4", "instruction": "Transform the natural outdoor park setting into a mystical, cinematic cavern environment with towering rock formations and glowing, vibrant red-orange foliage. Enhance the lighting with dramatic, moody blue and purple ambient tones, adding soft glows and atmospheric haze to create depth and fantasy atmosphere. Replace the ordinary green background with stylized, luminous trees and rocky textures. Upgrade the character's appearance by adding subtle, ethereal visual effects around the face and hands, such as faint particle glows, while preserving their identity and pose. Maintain the same camera angle and framing, but enrich the scene with high-contrast, saturated color grading to emphasize the magical, otherworldly mood. Keep the character's clothing and action unchanged, but integrate them into the new fantastical setting by adding ambient light reflections on fabric and subtle glow effects on the hand near the mouth. Add depth with layered background elements, including glowing plants and textured stone surfaces, to create a rich, immersive environment."}
{"sample_id": "heldout1000_0634", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_23-Scene-452_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_23-o/32_23-Scene-452_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_23-o/32_23-Scene-452_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_23-o/32_23-Scene-452_part1.mp4", "instruction": "Replace the modern black car with a brown horse wearing a saddle and dark riding gear. Transform the characters' contemporary clothing into elaborate period costumes: the woman in the blue dress becomes a warrior in dark, armored attire with a flowing black cape, and the woman in the white dress becomes a noble figure in a richly textured golden-brown robe with a dark cloak. Add a long spear held by the armored woman and a drinking horn held by the noble figure. Replace the urban street background with a dense, shadowy forest path with moss-covered ground and dark green foliage. Adjust lighting to a moody, low-key cinematic style with deep shadows and cool, dim ambient light, enhancing the atmosphere of a fantasy or historical setting. Keep the foreground foliage and camera motion consistent with the original low-cost video."}
{"sample_id": "heldout1000_0635", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_045738", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__martialarts__7605722_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__martialarts__7605722_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__martialarts__7605722_rdne_stock_project_1.mp4", "instruction": "Capture the essence of a warrior woman adorned in intricate black armor with golden accents, featuring a helmet with horns, flowing red hair tied in a ponytail, and a bold, photorealistic style that emphasizes detailed textures and dynamic lighting."}
{"sample_id": "heldout1000_0636", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_10-Scene-097_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_10-o/39_10-Scene-097_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_10-o/39_10-Scene-097_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_10-o/39_10-Scene-097_part1.mp4", "instruction": "Transform the scene from a modern, stylized garden to a traditional, cinematic Chinese garden. Replace the glowing modern-style lanterns with unlit, ornate stone lanterns featuring classic pagoda roofs and circular openings. Change the characters' clothing from contemporary casual outfits to richly detailed historical attire: deep blue robes with golden-yellow sleeves and intricate patterns, complemented by traditional hair accessories. Replace the simple potted flowers with elaborate, ornate flower arrangements in wooden planters, featuring vibrant red and pink blossoms. Modify the pathway from a smooth, uniform paved walkway to a rustic stone path with irregularly shaped flagstones and natural gaps. Enhance the background trees and foliage to appear more stylized and dense, with a mix of bare branches and flowering branches, creating a layered, atmospheric depth. Adjust lighting to be natural daylight with soft, diffused shadows, and apply a muted, earthy color grade to enhance the period aesthetic. Preserve the characters' positions, actions, camera motion, and overall scene layout."}
{"sample_id": "heldout1000_0637", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_049430", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__handmade__7876292_tima_miroshnichenko.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__handmade__7876292_tima_miroshnichenko.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__hobby__handmade__7876292_tima_miroshnichenko_2.mp4", "instruction": "Transform the entire video into a vintage 1950s advertising film aesthetic with grainy film texture, soft focus, and a warm sepia tint, as if it were a commercial for a forgotten household brand."}
{"sample_id": "heldout1000_0638", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_16-Scene-346_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_16-o/32_16-Scene-346_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_16-o/32_16-Scene-346_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_16-o/32_16-Scene-346_part1.mp4", "instruction": "Transform the modern park setting into an ornate, traditional East Asian courtyard with intricate stone carvings, glowing lanterns, and blooming cherry blossoms. Replace the casual clothing with elaborate period costumes: the women wear flowing silk robes with delicate embroidery and hair ornaments, while the man wears a layered, patterned tunic with a sash and traditional hairstyle. Enhance the lighting to a soft, dramatic twilight ambiance with warm glows from lanterns and subtle backlighting. Add decorative props such as wooden benches, stone lanterns, and floral arrangements. Introduce atmospheric effects like soft mist and gentle particle glows around the lanterns. Maintain the same character positions, actions, and camera motion, preserving the original scene layout and timing."}
{"sample_id": "heldout1000_0639", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_026138", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__journaling__6541149_polina__.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__journaling__6541149_polina__.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__hobby__journaling__6541149_polina___2.mp4", "instruction": "Transform the scene into a surreal, dream-logic bedroom where the sleep mask is a key to a hidden door, and the green wall is a portal to a world of forgotten emotions."}
{"sample_id": "heldout1000_0640", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__37_20-Scene-017_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/37_20-o/37_20-Scene-017_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/37_20-o/37_20-Scene-017_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/37_20-o/37_20-Scene-017_part2.mp4", "instruction": "Transform the scene into a richly detailed, period-style setting by replacing the simple modern bed frame with an ornate wooden bed featuring intricate carvings and a high headboard. Replace the plain bedding with luxurious, patterned fabrics in warm, earthy tones. Enhance the characters' attire: update the standing woman's outfit to a traditional, flowing robe with delicate embroidery and add decorative hairpins to her hairstyle; update the seated woman's clothing to a layered, textured garment with subtle patterns and add a matching hair accessory; retain the man's dark outer garment but add subtle sheen and texture to suggest fine fabric. Replace the neutral wall background with dark, weathered wooden panels that extend across the room, adding depth and historical ambiance. Introduce a large, ornate ceramic vase as a decorative element on the bedside table and add a potted plant in the corner to enrich the environment. Apply warm, cinematic color grading with soft, directional lighting to enhance mood and texture, while preserving the original character positions, actions, camera angle, and shot scale."}
{"sample_id": "heldout1000_0641", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_15-Scene-204_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_15-o/31_15-Scene-204_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_15-o/31_15-Scene-204_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_15-o/31_15-Scene-204_part2.mp4", "instruction": "Transform the scene into a period drama setting by replacing the character's modern, striped hair with a sleek, dark, traditionally styled topknot secured with a metallic hairpiece. Replace the plain white shirt with an ornate, purple-patterned traditional robe with visible embroidery. Enhance the background with lush, vibrant green foliage and add a hint of a golden architectural element in the upper right, suggesting a palace or temple setting. Upgrade the lighting to be rich and cinematic with soft highlights on the face and hair, and apply a warm, saturated color grade to emphasize the historical atmosphere. Maintain the same facial expressions, camera angle, and shot composition."}
{"sample_id": "heldout1000_0642", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__12-Scene-0670_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/12-o/12-Scene-0670_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/12-o/12-Scene-0670_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/12-o/12-Scene-0670_part1.mp4", "instruction": "Enhance the scene with a cinematic, desaturated color grade and high-contrast lighting to create a moody, dramatic atmosphere. Add subtle lens flares and soft shadows to emphasize depth. Replace the neutral office background with a dimly lit, industrial-style corridor featuring large metal pillars, visible pipes, and faintly glowing overhead lights. Introduce a faint haze or smoke in the air to enhance the atmosphere. Modify the bald man's suit to include fine pinstripes and replace his blue tie with a pale yellow tie. Add a small, metallic insignia patch on the shoulder of the man in the brown jacket. Adjust the lighting to cast dramatic side-lighting on both characters, highlighting facial features and creating strong contrasts. Preserve the characters' identities, actions, camera motion, and shot scale. Keep the overall composition and layout unchanged."}
{"sample_id": "heldout1000_0643", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__3-Scene-0481_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/3-o/3-Scene-0481_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/3-o/3-Scene-0481_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/3-o/3-Scene-0481_part1.mp4", "instruction": "Transform the scene from a mundane park setting to a post-apocalyptic, debris-filled battlefield. Replace the casual blue t-shirt and jeans with Thor's iconic dark armor, including a detailed chest plate, shoulder guards, and a red cape. Add weathered, battle-damaged textures to the armor. Replace the modern backpack with a leather utility belt and add a circular metal brooch to the shoulder. Replace the soft daylight with dramatic, overcast lighting that casts deep shadows and enhances the gritty atmosphere. Replace the green park background with a chaotic landscape of broken machinery, twisted metal, and scattered industrial wreckage. Add large, damaged mechanical structures and debris in the background to create a sense of scale and destruction. Maintain the character's pose, facial expression, and camera angle while enhancing the overall cinematic quality with desaturated, moody color grading and atmospheric haze."}
{"sample_id": "heldout1000_0644", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_35-Scene-272_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-272_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-272_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_35-o/32_35-Scene-272_part2.mp4", "instruction": "Enhance the scene with cinematic period styling: replace the simple red and white flower hair accessory with intricate, sparkling silver hairpins adorned with gemstones; upgrade the casual white top to an elaborate traditional blue and silver gown with detailed embroidery and feathered trim; add delicate, dangling silver earrings and a fine silver necklace; transform the blurred background into a lush, natural garden with soft-focus green foliage and dappled sunlight; apply soft, ethereal lighting and a cool color grade to enhance the fantasy atmosphere; maintain the subject's pose, expression, and camera framing while enriching textures, materials, and visual depth."}
{"sample_id": "heldout1000_0645", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_019531", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__americanfootball__5544615_mental_health_america___mha_.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__americanfootball__5544615_mental_health_america___mha_.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__sports__americanfootball__5544615_mental_health_america___mha__2.mp4", "instruction": "Render the entire video in a melancholic, lo-fi film aesthetic with faded colors, light scratches, and a slight tremble in the frame to evoke a bittersweet memory."}
{"sample_id": "heldout1000_0646", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_1-Scene-1456_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_1-o/22_1-Scene-1456_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_1-o/22_1-Scene-1456_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_1-o/22_1-Scene-1456_part2.mp4", "instruction": "Transform the modern casual attire of the two men into period-style robes with layered, flowing fabrics in earthy tones, replacing the olive jackets and t-shirts with loose, draped garments. Enhance the hair to appear more stylized and historically inspired, with the left man's long hair slightly more voluminous and the right man's hair tied back in a traditional knot. Add subtle, non-glowing atmospheric lighting to create a moody, cinematic tone, with soft shadows and a desaturated color grade. Introduce a faint mist or fog in the background forest to deepen the atmosphere, while preserving the original outdoor setting and camera framing. Maintain the characters' identities, poses, and expressions, and ensure the scene retains its original shot scale and composition."}
{"sample_id": "heldout1000_0647", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_16-Scene-299_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_16-o/35_16-Scene-299_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_16-o/35_16-Scene-299_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_16-o/35_16-Scene-299_part1.mp4", "instruction": "Transform the scene into a richly detailed period drama setting. Replace the modern bookshelf with an ornate, dark wooden shelving unit featuring intricate carvings and traditional Chinese design. Update the character's attire to an elaborate green brocade robe with floral embroidery, featuring wide sleeves and a high collar, consistent with historical Chinese nobility. Add a detailed, jeweled headdress with dangling ornaments and replace the simple earrings with ornate, traditional jewelry. Replace the plain white flowers in the foreground with an intricately carved white jade or porcelain decorative object. Enhance the lighting to create a warm, dramatic ambiance with soft backlighting and golden highlights, emphasizing depth and texture. Apply rich, saturated color grading with deep greens, golds, and browns to evoke a cinematic, historical atmosphere. Maintain the character's pose, facial expression, and camera framing while upgrading all visual elements to match the grandeur of a high-production historical drama."}
{"sample_id": "heldout1000_0648", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_27-Scene-188_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_27-o/24_27-Scene-188_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_27-o/24_27-Scene-188_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_27-o/24_27-Scene-188_part1.mp4", "instruction": "Enhance the scene to a grand, cinematic royal setting. Replace the simple black hairpiece with an ornate golden crown featuring intricate filigree and a central jewel. Upgrade the dark, plain robe to a richly textured black royal garment with elaborate gold embroidery along the collar, shoulders, and cuffs. Change the neutral indoor background to a luxurious palace interior with deep blue drapery, golden accents, and warm, glowing chandeliers. Adjust the lighting to dramatic, stylized illumination with strong highlights and deep shadows, emphasizing the regal atmosphere. Enhance the color palette to rich, saturated tones with deep blacks, vibrant golds, and warm ambient hues. Maintain the same character positions, facial expressions, camera angle, and shot scale. The secondary character’s attire and headwear remain unchanged, preserving the original composition."}
{"sample_id": "heldout1000_0649", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_11-Scene-561_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_11-o/24_11-Scene-561_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_11-o/24_11-Scene-561_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_11-o/24_11-Scene-561_part1.mp4", "instruction": "Transform the modern building facade into traditional Chinese architecture by adding a dark tiled roof, ornate wooden beams, decorative lattice panels, and a central golden plaque with Chinese characters. Replace the modern vehicle on the left with a horse wearing traditional harness and saddle. Change the person on the left from casual modern attire to traditional Chinese robes with intricate patterns and a black headpiece. Replace the modern utility cart on the right with a wooden carriage featuring carved details and a fabric canopy. Add two guards in period armor on either side of the steps. Adjust lighting to a soft, overcast daylight with a slightly desaturated, cinematic color grade to enhance historical atmosphere. Maintain the same camera position, shot scale, and character movement throughout the sequence."}
{"sample_id": "heldout1000_0650", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_032424", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__eating__6519555_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__eating__6519555_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__food__eating__6519555_rdne_stock_project_1.mp4", "instruction": "Style the video in a warm, nostalgic film grain aesthetic with vintage color grading and subtle lens flares, evoking the feel of a family home movie from the 1970s."}
{"sample_id": "heldout1000_0651", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_37-Scene-458_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_37-o/31_37-Scene-458_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_37-o/31_37-Scene-458_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_37-o/31_37-Scene-458_part1.mp4", "instruction": "Transform the scene from a natural, softly lit bedroom setting to a dark, atmospheric, and cinematic environment. Replace the soft, diffused indoor lighting with a cold, blue-toned, dramatic lighting that creates deep shadows and highlights the characters' faces with a moody, high-contrast effect. Enhance the background to appear as a rough, textured ground surface, possibly stone or dirt, replacing the soft bedding with a gritty, outdoor-like texture. Introduce a second character lying beside the woman, with visible facial injuries including blood on the lips and a bruised appearance, suggesting a tragic or intense narrative context. Maintain the original composition and camera angle, preserving the woman's position and profile, while adding the new character in close proximity. Keep the woman's earring and hairstyle unchanged, but enhance the skin texture to appear more realistic and slightly pale under the cold lighting. The overall atmosphere should feel somber, mysterious, and emotionally charged, with a color grade dominated by cool blues and desaturated tones, evoking a sense of danger or aftermath."}
{"sample_id": "heldout1000_0652", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__16-Scene-0874_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/16-o/16-Scene-0874_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/16-o/16-Scene-0874_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/16-o/16-Scene-0874_part2.mp4", "instruction": "Replace the realistic sculpture or display of a historical artifact with a detailed, life-sized dinosaur skeleton model, mounted on a rugged, naturalistic rock base. Replace the simple, clean platform with a complex, textured rock formation that integrates with the dinosaur display. Change the background mural from a mundane cityscape or natural landscape to a lush, prehistoric jungle scene with large trees, vines, and distant dinosaurs. Adjust the lighting to be dramatic and atmospheric, with strong contrasts, warm highlights, and deep shadows to enhance the cinematic mood. Remove any informational plaques or labels to eliminate the museum-like appearance. Enhance the materials and textures of the display, making the rocks appear weathered and organic, and the dinosaur bones detailed and aged. Add atmospheric elements such as soft mist or dust particles in the air to deepen the scene's immersion. Keep the camera motion, shot scale, timing, and overall layout unchanged, preserving the character's position and movement relative to the display."}
{"sample_id": "heldout1000_0653", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_11-Scene-140_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_11-o/38_11-Scene-140_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_11-o/38_11-Scene-140_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_11-o/38_11-Scene-140_part1.mp4", "instruction": "Replace the simple blue party hat on the man's head with an ornate, metallic, bird-shaped helmet with intricate carvings. Transform his casual white top into a detailed, dark-colored historical robe with layered armor on the shoulders and chest, featuring metallic embellishments and red trim. Change the modern urban background with colorful playground equipment and buildings into a blurred historical marketplace with wooden stalls, stone structures, and traditional architecture. Keep the facial hair but stylize it with a more dramatic, elongated goatee and add a thin black cord or tassel hanging from the chin. Remove any modern accessories and replace them with period-appropriate details such as a dark, textured sash or cord around the neck. Enhance the lighting to be softer and more diffused, with a muted color palette to match the historical setting. Maintain the same camera angle, shot scale, and facial expression, preserving the man's identity and pose."}
{"sample_id": "heldout1000_0654", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_33-Scene-060_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_33-o/33_33-Scene-060_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_33-o/33_33-Scene-060_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_33-o/33_33-Scene-060_part2.mp4", "instruction": "Transform the character's modern casual attire into an elaborate traditional-style costume with light blue and white layered fabric, featuring subtle embroidery. Change the hair color from natural brown to a deep, glossy black with a slight blue tint, styled in a long, flowing traditional topknot. Replace the neutral outdoor background with a warm, glowing yellow backdrop, suggesting an indoor setting with ambient light. Add a soft, flickering candlelight source on the left side of the frame to enhance the atmospheric lighting. Apply a cinematic color grade with cool skin tones and high contrast to emphasize drama, while preserving the character's facial expression, head position, and camera framing."}
{"sample_id": "heldout1000_0655", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_002897", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__sketching__10474627_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__sketching__10474627_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__hobby__sketching__10474627_rdne_stock_project_1.mp4", "instruction": "Apply a warm, vintage film grain aesthetic with sepia tones and slight vignetting, as if the scene were shot on a 1970s camera, enhancing the nostalgic mood."}
{"sample_id": "heldout1000_0656", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_20-Scene-417_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_20-o/35_20-Scene-417_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_20-o/35_20-Scene-417_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_20-o/35_20-Scene-417_part2.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style by replacing the simple hairstyle with an ornate, multi-tiered headdress adorned with floral and gemstone embellishments. Upgrade the minimal earrings to elaborate, dangling jade and metal jewelry. Replace the plain, modern-style top with a rich, dark traditional robe featuring intricate embroidery and a high, stiff collar. Add a luxurious, beaded necklace with red and gold accents. Enhance the background with soft, warm lighting and rich, textured drapery in muted pink and gold tones to suggest a royal or noble interior. Maintain the same camera angle, facial expressions, and character positions while elevating the overall visual richness, color grading, and material detail to match a high-production historical drama."}
{"sample_id": "heldout1000_0657", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_37-Scene-155_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_37-o/24_37-Scene-155_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_37-o/24_37-Scene-155_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_37-o/24_37-Scene-155_part1.mp4", "instruction": "Replace the simple topknot hairstyle with an ornate gold crown featuring intricate filigree and a central gemstone. Change the dark, modern-style robe with a shiny green sash to a flowing white ceremonial robe with rich gold embroidery along the collar and sleeves. Replace the plain, neutral-colored background with an elegant, patterned backdrop featuring repeating golden floral motifs on a cream-colored fabric. Enhance the lighting to be warm, soft, and dramatic, with a golden glow highlighting the subject's face and costume. Add subtle atmospheric haze to deepen the scene's richness and grandeur. Preserve the subject's facial expression, pose, and camera framing exactly as in the low-cost version."}
{"sample_id": "heldout1000_0658", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_040909", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__3D__8263455_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__3D__8263455_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__3D_gathering__3D__8263455_cottonbro_studio_1.mp4", "instruction": "Transform the entire video into a warm, grainy 16mm film aesthetic with vintage color grading and subtle film scratches, evoking a nostalgic memory of a childhood movie night."}
{"sample_id": "heldout1000_0659", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_34-Scene-100_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_34-o/33_34-Scene-100_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_34-o/33_34-Scene-100_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_34-o/33_34-Scene-100_part1.mp4", "instruction": "Transform the scene into a cinematic, period-style setting by replacing the plain indoor background with an elegant traditional Japanese-style room featuring a large circular window framed by vertical wooden slats, revealing blooming cherry blossoms outside. Replace the modern casual clothing with flowing traditional robes — a light green hanbok-style garment for the woman and a beige, layered robe for the man — with long, styled hair and subtle, natural makeup. Replace the simple wooden bed with a low, ornate traditional bed frame draped with soft, sheer fabric. Add a warm, ambient paper lantern to the left side of the frame for soft, diffused lighting. Enhance the atmosphere with a cool, ethereal color grade, soft focus, and gentle light rays filtering through the window. Maintain the same character positions, interaction, and camera framing as in the original low-cost video."}
{"sample_id": "heldout1000_0660", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__23-Scene-2251_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/23-o/23-Scene-2251_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/23-o/23-Scene-2251_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/23-o/23-Scene-2251_part1.mp4", "instruction": "Transform the daytime city park setting into a dark, smoky, and fiery battlefield environment with crumbling structures and glowing embers in the background. Replace the casual baseball cap with a detailed, armored helmet featuring a visor and side vents. Upgrade the plain black t-shirt to a textured, tactical superhero suit with a prominent metallic star emblem on the chest, reinforced shoulder pads, and armored straps. Change the natural daylight lighting to dramatic, high-contrast lighting with deep shadows and highlights from fire and explosions, enhancing the gritty, war-torn atmosphere. Maintain the character's pose, camera angle, and overall composition while adding cinematic depth and visual effects to the scene."}
{"sample_id": "heldout1000_0661", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__23-Scene-0717_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/23-o/23-Scene-0717_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/23-o/23-Scene-0717_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/23-o/23-Scene-0717_part1.mp4", "instruction": "Transform the scene into a dark, atmospheric, industrial-fantasy setting. Enhance the background with aged, weathered wooden beams and stone textures, creating a dim, cavernous environment. Increase contrast and shadow depth to create a moody, high-contrast look with dramatic lighting. Add a subtle greenish-gray color grade to the skin and environment, giving the character a supernatural or otherworldly appearance. Enhance the character's facial features with deeper shadows and a more intense, rugged expression. Retain the same clothing structure but add a dark, textured, tactical-style jacket with subtle sheen and reinforced details. Keep the character's hand visible, holding a dark, metallic object with a glowing edge. Maintain the same camera angle, shot scale, and character positioning. Preserve the interaction with the green-haired figure, whose hair should appear more ethereal and textured, with a slight luminescent quality. Add atmospheric haze and subtle particle effects to enhance the mystical ambiance."}
{"sample_id": "heldout1000_0662", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__18-Scene-1098_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/18-o/18-Scene-1098_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/18-o/18-Scene-1098_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/18-o/18-Scene-1098_part2.mp4", "instruction": "Transform the scene from a mundane, brightly lit living space into a dark, atmospheric, cinematic environment. Replace the white, formless object on the floor with a human figure lying motionless, dressed in dark, textured, period-style clothing with visible fabric folds and a realistic body shape. Enhance the lighting to be dim and moody, with deep shadows and subtle highlights from unseen sources, creating a mysterious and eerie ambiance. Adjust the color grading to cool, desaturated tones with high contrast, emphasizing the somber mood. Retain the original layout, furniture positions, and camera motion, but enrich the materials: the floor should appear aged and worn, the rug should have a heavy, patterned texture, and the walls should show subtle decay. Add atmospheric haze or dust particles in the air to deepen the sense of stillness and tension. The figure’s position and posture should match the original object’s placement, maintaining spatial consistency. Ensure the scene retains its original shot scale and timing, with no added or removed background elements beyond the figure and lighting adjustments."}
{"sample_id": "heldout1000_0663", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_16-Scene-301_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_16-o/35_16-Scene-301_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_16-o/35_16-Scene-301_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_16-o/35_16-Scene-301_part1.mp4", "instruction": "Transform the modern casual clothing into elaborate traditional Chinese opera costumes: replace the white blouses and jeans with flowing, embroidered robes in vibrant pink and turquoise, featuring floral patterns and wide sleeves. Replace the simple hairstyles with ornate headdresses adorned with jewels, beads, and intricate metalwork. Apply dramatic, stylized makeup with bold eye accents, red lips, and painted facial details characteristic of Chinese opera. Replace the plain indoor background with a richly decorated stage setting featuring dark wooden panels, traditional lattice patterns, and ornate furniture. Enhance the lighting to be more theatrical and dramatic, with directional highlights and deep shadows to emphasize the costumes and expressions. Introduce handkerchiefs as performance props, held in the hands of both characters. Maintain the original camera framing, character positions, and actions, preserving the scene's layout and timing."}
{"sample_id": "heldout1000_0664", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_12-Scene-208_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_12-o/34_12-Scene-208_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_12-o/34_12-Scene-208_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_12-o/34_12-Scene-208_part1.mp4", "instruction": "Transform the modern, casual outdoor setting into a cinematic, period-style scene. Replace the natural park background with a softly blurred, atmospheric interior or courtyard setting featuring warm, circular bokeh lights suggesting lanterns or candles. Enhance the subject's traditional attire by adding a detailed, ornate black hairpiece with jade or gemstone accents atop the high bun. Upgrade the lighting to a dramatic, moody style with soft, directional highlights on the face and subtle rim lighting, creating depth and a cinematic glow. Maintain the same facial expression, head position, and shot scale, while enriching the fabric texture and color grading to evoke a historical or fantasy aesthetic with cooler tones and enhanced contrast."}
{"sample_id": "heldout1000_0665", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_29-Scene-129_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_29-o/31_29-Scene-129_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_29-o/31_29-Scene-129_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_29-o/31_29-Scene-129_part1.mp4", "instruction": "Transform the modern indoor setting into a traditional Chinese-style interior by replacing the simple wooden shelves with ornate dark wood lattice shelves featuring intricate carvings and decorative items such as vases, scrolls, and small figurines. Replace the plain curtains with richly patterned, heavy brocade drapes in deep red and gold tones. Upgrade the characters' contemporary casual attire to elaborate traditional Chinese garments: the woman wears a flowing pink robe with floral embroidery and a decorative hairpin, while the man wears a layered blue and green robe with a formal hairpiece. Add a large, ornate blue tassel hanging from the ceiling as a focal point. Enhance the lighting to create a warm, atmospheric glow with soft shadows, and enrich the materials with silk textures, polished wood, and metallic accents. Maintain the original camera motion, shot scale, character positions, and interaction throughout the sequence."}
{"sample_id": "heldout1000_0666", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_11-Scene-315_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_11-o/35_11-Scene-315_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_11-o/35_11-Scene-315_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_11-o/35_11-Scene-315_part3.mp4", "instruction": "Transform the modern, simplified setting into a richly detailed traditional Chinese courtyard. Replace the plain white lanterns with ornate, dark metal lanterns featuring glowing candles inside, mounted on stone pedestals. Update the architecture to include traditional Chinese-style roof tiles, decorative eaves, and painted wooden beams with intricate carvings. Change the character's casual attire to a dark, period-appropriate robe with a red hat, maintaining their crouched posture and interaction with the object on the ground. Enhance the background with detailed wall paintings and textured stone facades. Adjust the lighting to be warm and atmospheric, with soft candlelight casting dramatic shadows, creating a cinematic, historical ambiance. Preserve the original camera angle, character position, and scene layout."}
{"sample_id": "heldout1000_0667", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_37-Scene-069_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_37-o/32_37-Scene-069_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_37-o/32_37-Scene-069_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_37-o/32_37-Scene-069_part1.mp4", "instruction": "Transform the scene into a richly detailed historical period setting. Replace the simple white headdress with an ornate, tall black headdress adorned with intricate silver floral embellishments. Enhance the woman's attire by adding subtle, traditional embroidery and a more structured, layered garment with a soft cream hue. Replace the plain background with a grand, traditional palace interior featuring red and gold architectural elements, wooden beams, and large windows revealing a lush green landscape. Update the background figures to wear authentic historical costumes: men in black ceremonial hats and red robes, women in deep blue and purple traditional garments. Introduce a ceremonial tea set held by a servant in the background. Adjust the lighting to be soft, warm, and cinematic, with natural light filtering through the windows, enhancing the depth and atmosphere. Maintain the original camera angle, character positions, and facial expressions while upgrading the visual fidelity, materials, and production design to match a high-budget historical drama."}
{"sample_id": "heldout1000_0668", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_067148", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__knitting__9479666_ron_lach.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__knitting__9479666_ron_lach.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__hobby__knitting__9479666_ron_lach_2.mp4", "instruction": "Transform the scene into a surreal, abstract expressionist style with flowing forms, emotional brushwork, and a dynamic, shifting background that mirrors the tension in their gestures."}
{"sample_id": "heldout1000_0669", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_2-Scene-1131_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_2-o/22_2-Scene-1131_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_2-o/22_2-Scene-1131_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_2-o/22_2-Scene-1131_part1.mp4", "instruction": "Transform the scene into a dark, industrial sci-fi environment. Replace the modern urban plaza with a grimy, grid-patterned metal floor and a dimly lit, smoke-filled industrial background featuring large machinery and barrels. Replace the character on the left, currently in a blue hoodie and backpack, with a robotic figure wearing a helmet and armor, holding a futuristic weapon. Replace the character on the right, currently in a suit and coat, with a figure in a long, dark, high-collared coat with a more imposing, armored appearance. Introduce advanced sci-fi elements: add a hovering, biomechanical vehicle with glowing blue accents and mechanical limbs, and replace the concrete pavement with a metallic, gridded surface. Enhance lighting with dramatic, low-key shadows and artificial blue and orange glows from machinery and light sources. Maintain the original camera angle, shot scale, and character positions, preserving the scene's layout and action dynamics."}
{"sample_id": "heldout1000_0670", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_19-Scene-490_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_19-o/31_19-Scene-490_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_19-o/31_19-Scene-490_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_19-o/31_19-Scene-490_part1.mp4", "instruction": "Transform the modern indoor setting into a traditional East Asian architectural environment by replacing the plain wall with a wooden lattice window and a tiled roof structure visible in the background. Replace the casual light blue button-up shirt with an ornate period costume featuring a purple and white patterned collar and intricate silver embroidery on the shoulders. Enhance the lighting to be more dramatic and stylized, with soft, diffused light coming through the lattice window, creating a cinematic atmosphere. Maintain the subject's facial expression, head position, and camera framing while adding rich textures and color grading to elevate the visual quality."}
{"sample_id": "heldout1000_0671", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_033381", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__handmade__6607922_anastasia__shuraeva.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__handmade__6607922_anastasia__shuraeva.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__handmade__6607922_anastasia__shuraeva_2.mp4", "instruction": "Capture the essence of a seductive woman with long, flowing black hair adorned with red accents, wearing a black lace top with dramatic red blood-like streaks, rendered in a highly stylized, dark, and gothic artistic style."}
{"sample_id": "heldout1000_0672", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_40-Scene-324_part5", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_40-o/31_40-Scene-324_part5.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_40-o/31_40-Scene-324_part5.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_40-o/31_40-Scene-324_part5.mp4", "instruction": "Transform the scene into a fantastical, cinematic setting by replacing the natural, subdued outdoor background with a vibrant, glowing autumn tree with fiery red-orange leaves and dark, gnarled branches, set against a mystical, dimly lit forest with rocky outcrops. Enhance the lighting with dramatic, moody blue and purple ambient tones, adding a soft, ethereal glow around the tree and characters. Replace the casual modern clothing with elaborate, period-style attire: the character on the left wears a dark, flowing robe with intricate details, while the character on the right wears a layered, ornate vest over a patterned tunic with decorative trim. Increase saturation and contrast to create a rich, stylized color palette with deep shadows and luminous highlights. Maintain the original character positions, expressions, and camera framing, preserving the scene's layout and action."}
{"sample_id": "heldout1000_0673", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_6-Scene-1215_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_6-o/22_6-Scene-1215_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_6-o/22_6-Scene-1215_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_6-o/22_6-Scene-1215_part1.mp4", "instruction": "Replace the human figure with a metallic robot character featuring a smooth, reflective gold-colored body, a rounded head with visible rivets and seams, and glowing circular eyes. Transform the casual clothing into a futuristic, form-fitting metallic suit with articulated joints and mechanical details. Replace the natural forest background with a dark, moody, overgrown alien landscape with rocky textures and dim, atmospheric lighting. Enhance the lighting to be dramatic and artificial, with strong highlights on the robot's surface and deep shadows in the environment. Add a cinematic color grade with desaturated tones and a cool, metallic ambiance. Keep the same camera angle, shot scale, and character positioning, preserving the interaction where the woman touches the robot's face. Maintain the woman's presence and gesture, but update her clothing to a rugged, utilitarian outfit with a hooded jacket and braided hair, fitting the sci-fi setting."}
{"sample_id": "heldout1000_0674", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__37_24-Scene-792_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/37_24-o/37_24-Scene-792_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/37_24-o/37_24-Scene-792_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/37_24-o/37_24-Scene-792_part1.mp4", "instruction": "Transform the modern indoor setting into a traditional, ornate East Asian interior by replacing the plain white wall and minimalist decor with a wooden lattice window featuring intricate geometric patterns, and adding a warm, glowing lantern on a side table. Enhance the lighting to be more dramatic and atmospheric, with soft golden ambient light and directional highlights from the lantern. Upgrade the clothing: replace the casual, modern gray and black outfits with richly detailed historical garments—specifically, a golden-yellow robe with red trim and layered fabric for the right character, and a dark, textured robe with subtle patterns for the left character. Add historically accurate accessories: a decorative hairpin and a small, ornate headband for the right character, and a traditional black headband with metallic accents for the left. Introduce period-appropriate props such as a wooden table with carved edges and a scroll or book. Maintain the original camera angle, character positions, and actions, preserving the scene’s layout and timing while enriching the visual style with cinematic color grading, deeper shadows, and textured materials."}
{"sample_id": "heldout1000_0675", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_03-Scene-563_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_03-o/31_03-Scene-563_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_03-o/31_03-Scene-563_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_03-o/31_03-Scene-563_part1.mp4", "instruction": "Transform the scene by replacing the plain, neutral-toned background with a vibrant, traditional East Asian courtyard setting featuring red-painted wooden beams, white walls, and lush green foliage. Enhance the subject's attire by adding a richly detailed, lavender-colored traditional robe with intricate patterns over the existing white blouse, while preserving the collar structure. Upgrade the hairstyle by incorporating decorative braids and ornate hairpins, maintaining the overall silhouette. Apply cinematic color grading with enhanced saturation, contrast, and soft lighting to create a dreamy, period-fantasy atmosphere. Preserve the subject's facial expression, head position, and camera framing exactly as in the original."}
{"sample_id": "heldout1000_0676", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_002736", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__modelmaking__10378705_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__modelmaking__10378705_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__hobby__modelmaking__10378705_cottonbro_studio_2.mp4", "instruction": "Transform the scene into a high-dynamic-range, hyper-realistic photorealistic style with enhanced lens flare and atmospheric haze, as if shot on a 70mm film in a rain-drenched city."}
{"sample_id": "heldout1000_0677", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__25-Scene-0989_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/25-o/25-Scene-0989_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/25-o/25-Scene-0989_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/25-o/25-Scene-0989_part2.mp4", "instruction": "Enhance the scene by increasing brightness and contrast to create a more vivid, high-contrast cinematic look. Replace the soft, diffused lighting with bright, linear overhead lights running along the ceiling, casting sharp, clean shadows and emphasizing the industrial design. Upgrade the background by adding detailed, futuristic machinery and equipment, including visible ductwork and complex control panels, while preserving the overall layout. Replace the simple, everyday office furniture with sleek, high-tech workstations featuring advanced displays and integrated consoles. Modify the characters' clothing to more formal, dark-toned, high-tech uniforms that suggest a professional or scientific role, while maintaining their identity and posture. Introduce strong, reflective surfaces on desks and equipment to enhance the polished, high-tech aesthetic. Add subtle atmospheric haze to deepen the sense of scale and realism. Preserve the original camera motion, shot scale, and scene geometry, including the glass partition and foreground console."}
{"sample_id": "heldout1000_0678", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_36-Scene-183_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_36-o/24_36-Scene-183_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_36-o/24_36-Scene-183_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_36-o/24_36-Scene-183_part1.mp4", "instruction": "Transform the character's appearance to a fantasy style: change her brown hair to long, intricately braided white hair with a flowing, ethereal texture. Replace her casual gray sweater with an ornate, icy-blue fantasy robe featuring detailed embroidery and a high collar. Enhance her makeup with bold, dramatic red lips and defined, stylized eye makeup. Replace the natural park background with a blurred, mystical, wintry landscape with soft snow and mist, creating an ethereal atmosphere. Adjust the lighting to be cool and diffused, with a soft glow emanating from the character, enhancing the magical, otherworldly mood. Maintain the same camera angle, framing, and character pose throughout the sequence."}
{"sample_id": "heldout1000_0679", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__25-Scene-0354_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/25-o/25-Scene-0354_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/25-o/25-Scene-0354_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/25-o/25-Scene-0354_part1.mp4", "instruction": "Add a black leather eye patch over the character's right eye, secured with a thin black strap across the forehead. Replace the gray sweater with a black leather jacket featuring visible stitching and metallic snap buttons. Enhance the background with industrial, high-tech elements such as metallic panels, control interfaces, and dim ambient lighting with blue and gray tones. Increase the dramatic lighting with strong directional highlights on the face and jacket, creating deep shadows and a moody, cinematic atmosphere. Maintain the character's pose, expression, and camera framing while upgrading the materials, textures, and overall visual style to a gritty, futuristic aesthetic."}
{"sample_id": "heldout1000_0680", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_052068", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0242__a4e9f6b75e661be100bfc806399be8d5.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0242__a4e9f6b75e661be100bfc806399be8d5.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0242__a4e9f6b75e661be100bfc806399be8d5_2.mp4", "instruction": "Style the scene in a vibrant, neon-drenched cyberpunk aesthetic with glowing signage, holographic advertisements, and the couple’s jacket glowing with bioluminescent patterns."}
{"sample_id": "heldout1000_0681", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_27-Scene-038_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_27-o/32_27-Scene-038_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_27-o/32_27-Scene-038_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_27-o/32_27-Scene-038_part1.mp4", "instruction": "Transform the modern, casual setting into a richly decorated ancient palace interior with deep red walls, golden ornate furniture, and traditional Chinese architectural details. Replace the simple blue shirt with an elaborate period costume featuring intricate patterns, layered sleeves, and a dark blue outer robe with silver embroidery. Add a detailed, metallic headpiece with a dragon motif atop the character's long, flowing black hair. Enhance the lighting to be warm and dramatic, with soft backlighting from windows and ambient golden glow, creating a cinematic atmosphere. Maintain the character's pose, facial expression, and hand gesture, preserving the original shot scale and camera motion."}
{"sample_id": "heldout1000_0682", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_049235", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__workshop__7857396_greta_hoffman.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__workshop__7857396_greta_hoffman.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__workshop__7857396_greta_hoffman_3.mp4", "instruction": "Bring it to life as a futuristic warrior woman with vibrant blue hair styled in braids, wearing a sleek black outfit with intricate tattoos on her arms and a bold, edgy aesthetic."}
{"sample_id": "heldout1000_0683", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_34-Scene-536_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_34-o/32_34-Scene-536_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_34-o/32_34-Scene-536_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_34-o/32_34-Scene-536_part2.mp4", "instruction": "Transform the modern, casual dining scene into a stylized, period-inspired fantasy setting. Replace the contemporary clothing with elaborate traditional garments: the woman in pink becomes a figure in a red, ornate robe with intricate patterns, while the other characters wear flowing white and dark robes with period-appropriate headwear. Enhance the background by replacing the realistic indoor plants and curtains with stylized, ethereal trees with glowing branches and translucent, web-like drapery. Upgrade the furniture to ornate, dark wooden pieces with intricate carvings, and replace the modern lamps with floating, glowing lanterns and candles that emit soft, magical light. Introduce subtle, glowing green accents on the shelves and decorative elements, and add a mystical atmosphere with soft haze and warm, cinematic color grading. Maintain the original layout, character positions, and camera motion, while enriching the materials, lighting, and overall ambiance to evoke a grand, otherworldly dining hall."}
{"sample_id": "heldout1000_0684", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_11-Scene-208_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_11-o/33_11-Scene-208_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_11-o/33_11-Scene-208_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_11-o/33_11-Scene-208_part1.mp4", "instruction": "Enhance the hairstyle of the woman in the foreground by replacing the simple green hair accessory with an ornate, traditional hairpiece featuring floral and gemstone details, styled in an elegant updo. Upgrade her attire to a richly colored, traditional garment with intricate patterns and a deep red hue, while preserving the overall silhouette and pose. Add subtle, natural-looking makeup with enhanced eye definition and a soft, rosy lip tone. Maintain the same camera angle, lighting direction, and background composition, but enrich the background with deeper, more atmospheric tones and subtle period-appropriate architectural details to suggest a historical or fantasy setting. Ensure the expressions and interactions between characters remain unchanged, preserving the emotional tone and timing of the scene."}
{"sample_id": "heldout1000_0685", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_34-Scene-315_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_34-o/34_34-Scene-315_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_34-o/34_34-Scene-315_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_34-o/34_34-Scene-315_part1.mp4", "instruction": "Enhance the scene by replacing the plain banners with vibrant red banners featuring intricate black dragon motifs. Add ornate, golden-brown armor with detailed geometric patterns over the character's shoulders and chest, replacing the simple fur-trimmed leather. Retain the character's headwear but enhance it with subtle metallic accents. Transform the background architecture to feature more elaborate traditional wooden structures with layered eaves and decorative beams, maintaining the overall layout. Adjust the color grading to richer, warmer tones with enhanced contrast and saturation, emphasizing the reds and golds to create a grand, cinematic atmosphere. Preserve the character's pose, expression, camera motion, and shot scale throughout the sequence."}
{"sample_id": "heldout1000_0686", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_52-Scene-673_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_52-o/33_52-Scene-673_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_52-o/33_52-Scene-673_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_52-o/33_52-Scene-673_part1.mp4", "instruction": "Transform the modern clothing into traditional East Asian period attire: replace the man's blue shirt and beige coat with a layered lavender and white robe with intricate silver embroidery and a matching sash; replace the woman's modern outfit with a flowing white robe with delicate patterns and a high, ornate black hairpiece with silver accents. Replace the hanging household items (jackets, zebra-patterned bag) in the background with multiple tanned animal pelts (fox, wolf, bear) hung on the wall. Replace the modern red phone with a small, ornate jade or metal object held in the woman's hand. Enhance the lighting to create dramatic, moody contrasts with deep shadows and cool, desaturated tones, emphasizing the texture of the stone wall and the richness of the fabrics. Maintain the same camera position, shot scale, and character poses, preserving the scene's composition and interaction."}
{"sample_id": "heldout1000_0687", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_08-Scene-219_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_08-o/24_08-Scene-219_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_08-o/24_08-Scene-219_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_08-o/24_08-Scene-219_part1.mp4", "instruction": "Replace the fruits and vegetables on the wooden shelf with traditional Chinese masks of various colors and designs. Change the characters' clothing from modern casual attire to traditional robes with layered fabrics, sashes, and period-appropriate details. Transform the background from a contemporary street scene with modern buildings to a historical Chinese marketplace with wooden architecture, tiled roofs, and ornate lanterns. Replace the streetlights with hanging red and gold lanterns. Enhance the overall color tone to a richer, warmer, and more saturated palette with cinematic lighting, emphasizing depth and atmosphere. Maintain the same character positions, camera motion, shot scale, and scene layout."}
{"sample_id": "heldout1000_0688", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_013405", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__cleaning__4109573_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__cleaning__4109573_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__hobby__cleaning__4109573_cottonbro_studio_2.mp4", "instruction": "Transform the scene into a monochrome film noir aesthetic with high-contrast black-and-white cinematography and a grainy texture, enhancing the emotional tension and intimacy between the two figures."}
{"sample_id": "heldout1000_0689", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_02-Scene-419_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_02-o/31_02-Scene-419_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_02-o/31_02-Scene-419_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_02-o/31_02-Scene-419_part1.mp4", "instruction": "Transform the character's appearance into a fantastical, period-style look: replace the natural brown hair with a voluminous, platinum blonde updo adorned with ornate hairpins and a decorative ribbon. Change the casual white top into an elaborate, deep blue traditional garment with intricate silver embroidery and a high collar. Replace the simple earring with a long, dangling, jewel-encrusted earring. Enhance the background with rich, dark, ornate architectural details and mystical, glowing elements. Apply dramatic, cinematic lighting with deep shadows and warm highlights to emphasize the fantasy atmosphere. Maintain the character's facial expression, pose, and camera angle while upgrading the visual style to a high-production, fantasy aesthetic."}
{"sample_id": "heldout1000_0690", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_024418", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__education__5689672_alex_green.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__education__5689672_alex_green.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__education__5689672_alex_green_1.mp4", "instruction": "Construct it in the image of a person with spiky, textured hair and a dark, structured outfit, rendered in a high-contrast, silhouette-style artistic approach."}
{"sample_id": "heldout1000_0691", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_003339", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__10559115_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__10559115_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__art__danceperformance__10559115_cottonbro_studio_2.mp4", "instruction": "Render the scene in a high-fidelity, cinematic sci-fi style with a monochromatic base and the scarf glowing with bioluminescent energy that pulses in rhythm with the movements."}
{"sample_id": "heldout1000_0692", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_004104", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__art__concert__12991941_nino_souza.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__art__concert__12991941_nino_souza.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__art__concert__12991941_nino_souza_2.mp4", "instruction": "Transform the scene into a glitch-art aesthetic with digital distortion, fragmented frames, and color channel shifts that make the blue background pulse like a corrupted signal."}
{"sample_id": "heldout1000_0693", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_034524", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__social__6708641_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__social__6708641_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__social__6708641_rdne_stock_project_3.mp4", "instruction": "Let it embody the artistic style of Bob Ross, featuring his iconic afro hairstyle, warm smile, and casual attire, including a blue shirt and brown suspenders."}
{"sample_id": "heldout1000_0694", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_038840", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__icehockey__7037494_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__icehockey__7037494_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__sports__icehockey__7037494_cottonbro_studio_1.mp4", "instruction": "Transform the video into a high-fidelity, sci-fi documentary style with HUD overlays, thermal imaging effects, and data streams flowing across the screen."}
{"sample_id": "heldout1000_0695", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_09-Scene-807_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_09-o/33_09-Scene-807_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_09-o/33_09-Scene-807_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_09-o/33_09-Scene-807_part1.mp4", "instruction": "Transform the modern, casual setting into a grand, ornate fantasy environment. Replace the simple background with an intricately carved stone or marble wall featuring circular patterns and cloud motifs. Change the subject's dark hair to long, flowing white hair styled with elegant braids. Replace the casual white jacket and shirt with a luxurious, layered traditional robe in lavender and silver, adorned with swirling patterns and detailed embroidery. Add a majestic, ornate crown with a central gem and flowing decorative elements atop the head. Enhance the lighting to dramatic, high-contrast illumination with soft highlights on the face and costume, creating a mystical atmosphere. Maintain the subject's pose, facial expression, and camera framing while upgrading the materials, textures, and overall visual richness to match a high-fantasy or ancient celestial setting."}
{"sample_id": "heldout1000_0696", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_47-Scene-228_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_47-o/35_47-Scene-228_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_47-o/35_47-Scene-228_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_47-o/35_47-Scene-228_part1.mp4", "instruction": "Transform the modern, casual setting into a richly detailed historical palace interior with ornate golden walls and traditional wooden lattice. Replace the contemporary gray zip-up vest with an elaborate period-appropriate dark vest featuring intricate embroidery and a high, structured collar. Modify the character's hairstyle to a traditional topknot with a long braid, and enhance facial features with a more stylized, refined look. Add subtle period-appropriate accessories such as a small decorative pin on the collar. Replace the neutral, soft indoor lighting with warm, dramatic lighting that emphasizes the golden tones of the background and creates depth and atmosphere. Ensure the character's expression and pose remain consistent, preserving the original shot scale, camera motion, and scene semantics."}
{"sample_id": "heldout1000_0697", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_16-Scene-342_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_16-o/31_16-Scene-342_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_16-o/31_16-Scene-342_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_16-o/31_16-Scene-342_part1.mp4", "instruction": "Transform the scene by replacing the glowing, colorful lanterns with traditional red-and-white paper lanterns, adding ornate black roofed structures on the right side with hanging lanterns, updating the person's attire to a flowing traditional white robe, and enhancing the background with detailed stone railings, lush green trees, and a soft overcast sky. Maintain the same camera angle, motion, and composition while enriching the lighting with natural daylight and adding atmospheric depth through subtle haze and realistic textures on materials like stone and fabric."}
{"sample_id": "heldout1000_0698", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_6-Scene-1150_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_6-o/22_6-Scene-1150_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_6-o/22_6-Scene-1150_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_6-o/22_6-Scene-1150_part1.mp4", "instruction": "Transform the low-cost vehicle into a sleek, futuristic spaceship with angular metallic panels, large cockpit windows, and exposed engine components. Replace the simple white cover with a dark, high-tech hull. Upgrade the background from a generic urban setting to a dark, industrial spaceport with massive hangar structures and distant glowing city lights. Replace standard street lighting with ambient, low-key lighting and glowing energy sources on the ground. Add atmospheric haze and subtle lens flares to enhance the sci-fi mood. Maintain the same camera angle, vehicle position, and foreground elements like the charging cable and ground markings. Enhance materials to show reflective metal, weathered textures, and advanced technology details. Adjust color grading to a cool, desaturated palette with deep shadows and selective highlights."}
{"sample_id": "heldout1000_0699", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_003798", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__martialarts__10678288_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__martialarts__10678288_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__sports__martialarts__10678288_cottonbro_studio_1.mp4", "instruction": "Render the entire video in a hyper-saturated, surreal digital collage style with layered textures and glitch effects, making the red frame appear as a portal to another dimension."}
{"sample_id": "heldout1000_0700", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_043242", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__plants__8513888_yaroslav_shuraev.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__plants__8513888_yaroslav_shuraev.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__hobby__plants__8513888_yaroslav_shuraev_1.mp4", "instruction": "Render the entire video in a delicate, vintage film aesthetic with warm amber tint, slight vignetting, and subtle film scratches, evoking a 1970s home movie."}
{"sample_id": "heldout1000_0701", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_05-Scene-564_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_05-o/32_05-Scene-564_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_05-o/32_05-Scene-564_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_05-o/32_05-Scene-564_part2.mp4", "instruction": "Transform the scene into a dramatic, atmospheric battlefield by replacing the blue and orange striped flags with a single, tattered red banner featuring ornate golden insignia, mounted on a weathered pole. Enhance the fog and haze to create a dense, ethereal mist that obscures the background and adds a mystical, war-torn ambiance. Introduce a glowing red light source emanating from the banner, casting an eerie, otherworldly glow across the rocky terrain. Adjust the lighting to be dim and diffused, with soft backlighting from a low sun behind the mountains, emphasizing the silhouette of the banner and the desolate landscape. Increase the color saturation to deepen the reds and contrast, while desaturating the background to enhance the banner's prominence. Maintain the rocky foreground and distant mountainous horizon, but add subtle smoke or dust particles in the air to heighten the sense of recent conflict. Preserve the camera motion and shot scale, ensuring the banner remains the central visual anchor throughout the sequence."}
{"sample_id": "heldout1000_0702", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_011687", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__modelmaking__3763031_shiny_diamond.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__modelmaking__3763031_shiny_diamond.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__modelmaking__3763031_shiny_diamond_3.mp4", "instruction": "Render it in the style of a whimsical, pixelated claymation cat with exaggerated features, such as large, round eyes and a playful expression."}
{"sample_id": "heldout1000_0703", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_000002", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0000__00055ccbd4f853e70ad7d2c1cf027b4e.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0000__00055ccbd4f853e70ad7d2c1cf027b4e.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0000__00055ccbd4f853e70ad7d2c1cf027b4e_2.mp4", "instruction": "Transform the scene into a cyberpunk desert where the road is a neon-lit data highway and the sand dunes are made of recycled electronic waste."}
{"sample_id": "heldout1000_0704", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_47-Scene-537_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_47-o/31_47-Scene-537_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_47-o/31_47-Scene-537_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_47-o/31_47-Scene-537_part1.mp4", "instruction": "Transform the simple indoor setting into an ornate, golden palace with intricate architectural details and a domed ceiling featuring a central purple glowing lantern. Replace the casual, modern-style costumes with elaborate, flowing traditional robes in deep purple and light blue, adorned with detailed silver embroidery. Upgrade the headwear to elegant, silver horn-like accessories with flowing white hair. Add a glowing purple lantern above the characters' heads, suspended from the ceiling. Enhance the lighting to dramatic, stylized illumination with warm golden tones and soft purple highlights, emphasizing the grandeur of the setting. Maintain the characters' positions, facial expressions, and camera framing while enriching the materials, textures, and atmosphere to match a high-production fantasy scene."}
{"sample_id": "heldout1000_0705", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_50-Scene-322_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_50-o/35_50-Scene-322_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_50-o/35_50-Scene-322_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_50-o/35_50-Scene-322_part1.mp4", "instruction": "Replace the simple green floral hair accessories with an ornate, dark-toned headdress featuring intricate floral and metallic embellishments. Change the modern casual outfit with a yellow collar to a traditional black robe with a white collar and detailed embroidery. Upgrade the simple earrings to elaborate, multi-tiered earrings with pearls and dark gemstones. Replace the neutral, plain background with a richly decorated, dark floral-patterned curtain. Enhance the lighting to create a dramatic, moody atmosphere with deeper shadows and warmer tones, while preserving the subject's pose, facial expression, camera angle, and shot scale."}
{"sample_id": "heldout1000_0706", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_43-Scene-408_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_43-o/35_43-Scene-408_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_43-o/35_43-Scene-408_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_43-o/35_43-Scene-408_part3.mp4", "instruction": "Transform the modern indoor setting into an ornate traditional Chinese palace courtyard with intricate wooden architecture, decorative eaves, and red-brown painted beams. Replace the casual white tops and jeans with elaborate Qing dynasty-style robes: the left person wears a blue robe with floral embroidery and a detailed silver collar, while the right person wears a brown robe with similar ornate detailing. Add traditional hairpieces with floral ornaments and jade accessories. Replace the modern pink props with classical stone lion statues and dark wooden tables. Enhance the lighting to be dramatic and cinematic, with soft shadows and warm ambient tones, and apply rich color grading to emphasize deep reds, golds, and earth tones. Maintain the same camera position, shot scale, and character poses, preserving the original layout and action."}
{"sample_id": "heldout1000_0707", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_041070", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__DIY__7231303_kampus_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__DIY__7231303_kampus_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__hobby__DIY__7231303_kampus_production_1.mp4", "instruction": "Transform the video into a cyberpunk-style digital interface, where the circuit board is a glowing hologram floating in a data stream, and the subject’s hands are augmented with translucent cybernetic sleeves."}
{"sample_id": "heldout1000_0708", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_51-Scene-194_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_51-o/33_51-Scene-194_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_51-o/33_51-Scene-194_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_51-o/33_51-Scene-194_part1.mp4", "instruction": "Enhance the scene to a cinematic, period fantasy style by adding an ornate, white and silver filigree headpiece with intricate scrollwork atop the character's updo, replacing the simple black hair accessory. Upgrade the clothing to a refined, traditional white garment with subtle texture and elegant collar. Transform the background into a dark, atmospheric setting with soft, diffused blue lighting and blurred architectural elements suggesting a grand interior. Intensify the makeup with defined eyebrows, subtle eye shadow, and glossy lips to match the dramatic, stylized aesthetic. Maintain the character's facial expression, pose, and camera framing while enhancing lighting contrast and color grading to create a moody, cinematic atmosphere."}
{"sample_id": "heldout1000_0709", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_076264", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0329__eb4d23bf9c984e8bf3c7edbfa0032bc4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0329__eb4d23bf9c984e8bf3c7edbfa0032bc4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0329__eb4d23bf9c984e8bf3c7edbfa0032bc4_1.mp4", "instruction": "Style the room in a warm, analog film aesthetic with soft grain, gentle vignette, and a color palette of sunlit cream, wood, and parchment tones."}
{"sample_id": "heldout1000_0710", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_50-Scene-323_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_50-o/31_50-Scene-323_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_50-o/31_50-Scene-323_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_50-o/31_50-Scene-323_part1.mp4", "instruction": "Transform the chaotic, fragmented wooden structure into a dynamic, cinematic destruction sequence. Enhance the debris with realistic motion blur and particle effects to simulate high-velocity collapse. Introduce intense, fiery explosions at the base of the structure, with bright orange and yellow flames and billowing smoke rising through the debris. Upgrade the lighting to dramatic, high-contrast cinematic tones with deep shadows and warm highlights, emphasizing the chaos and danger. Add atmospheric haze and dust to enhance depth and realism. Preserve the original layout and camera motion, but elevate the visual complexity and intensity to match a high-budget action or disaster scene. The structure remains architecturally similar but now appears as part of a collapsing, war-torn or disaster-stricken environment, with enhanced textures and dynamic lighting effects."}
{"sample_id": "heldout1000_0711", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_29-Scene-305_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_29-o/39_29-Scene-305_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_29-o/39_29-Scene-305_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_29-o/39_29-Scene-305_part2.mp4", "instruction": "Transform the modern indoor setting into a richly decorated traditional Chinese palace interior. Replace the light blue sheer curtains with deep purple, patterned drapes hanging from ornate wooden beams. Add a large, intricately carved golden screen in the background, flanked by tall candle stands with lit candles. Replace the simple wooden furniture with dark, polished traditional Chinese furniture, including a low table and side cabinets. Add a large, patterned rug on the floor. Enhance the lighting with warm, ambient glow from hanging lanterns and candles, creating dramatic shadows and highlights. Replace the potted yellow flowers with vibrant red floral arrangements in ornate vases. Add floral-patterned wall hangings and decorative elements to the walls. Maintain the characters' positions, expressions, and movements, preserving the original camera angle and shot scale. Enhance the overall atmosphere with rich textures, deep colors, and a sense of historical grandeur."}
{"sample_id": "heldout1000_0712", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_35-Scene-526_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_35-o/38_35-Scene-526_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_35-o/38_35-Scene-526_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_35-o/38_35-Scene-526_part2.mp4", "instruction": "Transform the modern casual attire into traditional East Asian period clothing, including a gray cloth headwrap and layered robes with textured fabric details. Replace the neutral or blurred background with a lush, natural outdoor setting featuring dense green foliage. Retain the bamboo object in the background, enhancing its appearance with natural wood texture and weathering. Adjust lighting to be soft and diffused, with a slightly cool tone to evoke a serene, historical atmosphere. Maintain the same camera angle, shot scale, and character positioning, preserving the original action and facial expression. Add subtle atmospheric depth with soft focus in the background to enhance the cinematic quality."}
{"sample_id": "heldout1000_0713", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_27-Scene-034_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_27-o/24_27-Scene-034_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_27-o/24_27-Scene-034_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_27-o/24_27-Scene-034_part1.mp4", "instruction": "Enhance the scene with a cinematic, period fantasy aesthetic. Replace the natural outdoor background with a softly blurred, dreamy garden setting featuring out-of-focus greenery and ambient light flares. Upgrade the hair accessories to ornate, traditional-style ornaments with floral and gemstone details, maintaining the high bun hairstyle. Intensify the makeup with bold red lipstick and dramatic, smoky eye makeup to convey emotional depth. Transform the modern casual clothing into a flowing, traditional white garment with subtle golden trim and layered fabric, preserving the overall silhouette. Apply soft, diffused lighting with a cool color grade to create a mystical atmosphere, enhancing the ethereal quality of the scene. Keep the subject's pose, facial expression, and camera framing unchanged."}
{"sample_id": "heldout1000_0714", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_31-Scene-395_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_31-o/39_31-Scene-395_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_31-o/39_31-Scene-395_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_31-o/39_31-Scene-395_part3.mp4", "instruction": "Transform the modern indoor setting into an ornate, traditional East Asian palace interior with wooden lattice walls and warm ambient lighting. Replace the simple background with richly decorated panels and golden lion statues. Change the characters' contemporary clothing into elaborate period costumes: the man on the left wears a brown robe with black trim and a black headpiece with a circular ornament; the woman in the center wears a yellow and blue layered dress with a floral hairpiece; the man on the right wears a light pink robe with intricate gold patterns and a tall black hat. Replace the modern hairstyles and accessories with traditional styled hair and ornate headwear. Enhance the lighting to dramatic, warm tones with soft highlights on the costumes and background. Add subtle atmospheric haze to deepen the scene's richness, while preserving the original character positions, expressions, and camera framing."}
{"sample_id": "heldout1000_0715", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_10-Scene-335_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_10-o/32_10-Scene-335_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_10-o/32_10-Scene-335_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_10-o/32_10-Scene-335_part1.mp4", "instruction": "Transform the dimly lit, low-contrast scene of a person lying under a textured blanket into a cinematic, high-contrast, and visually rich version. Enhance the lighting by introducing a strong, warm backlight that creates a glowing rim around the subject’s head and the blanket, while maintaining the original composition and camera angle. Replace the dark, indistinct background with a detailed, softly lit interior featuring horizontal blinds that cast striped shadows, adding depth and texture. Upgrade the blanket’s material to appear more luminous and reflective, with a vibrant blue and white gradient that suggests a high-quality fabric. Enhance the subject’s facial features with sharp, dramatic lighting, emphasizing the eyes and contours, while preserving the original pose and identity. Add subtle lens flare and atmospheric haze to elevate the mood and cinematic quality, without altering the scene’s core action or layout."}
{"sample_id": "heldout1000_0716", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_8-Scene-2417_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_8-o/22_8-Scene-2417_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_8-o/22_8-Scene-2417_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_8-o/22_8-Scene-2417_part1.mp4", "instruction": "Enhance the skin texture to appear more weathered and aged, adding fine lines and subtle discoloration around the eyes and cheeks. Introduce a cold, desaturated color grade with a grayish tint to the skin and background, creating a somber, cinematic atmosphere. Add faint, realistic sweat droplets on the forehead and nose to suggest tension or exertion. Maintain the same facial expression, camera angle, and lighting direction, but deepen the shadows under the eyes and around the jawline to increase dramatic contrast. Preserve the beard and hair details, but slightly darken the beard tips and add a subtle sheen to the hair to suggest moisture or oil. Keep the clothing and background unchanged in structure, but apply a muted, low-contrast tone to the entire frame to match the high-cost aesthetic."}
{"sample_id": "heldout1000_0717", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_035074", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__equestrian__7658499_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__equestrian__7658499_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__sports__equestrian__7658499_cottonbro_studio_2.mp4", "instruction": "Render the scene in a surreal, bioluminescent forest fantasy style where every leaf glows softly, the trees pulse with light, and the horse’s coat shimmers with inner fire."}
{"sample_id": "heldout1000_0718", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_17-Scene-544_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_17-o/34_17-Scene-544_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_17-o/34_17-Scene-544_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_17-o/34_17-Scene-544_part2.mp4", "instruction": "Transform the modern office setting into an ornate traditional East Asian palace hall with dark wooden floors, tall lattice windows with paper panels, and decorative wall murals. Replace the casual clothing with flowing traditional robes in cream and beige tones, accented with red sashes. Style the characters' hair into elaborate updos with traditional hairpins and ornaments. Replace the natural indoor lighting with warm, dramatic lighting from lanterns and soft backlighting to create depth and atmosphere. Remove modern props like desks and computers, and replace them with traditional furniture such as low wooden tables and ceremonial stands. Enhance the overall color grading to a rich, cinematic palette with deep shadows and golden highlights, while preserving the characters' positions, actions, and camera framing."}
{"sample_id": "heldout1000_0719", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_07-Scene-198_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_07-o/32_07-Scene-198_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_07-o/32_07-Scene-198_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_07-o/32_07-Scene-198_part3.mp4", "instruction": "Transform the simple wooden chair into an ornate, golden throne with intricate carvings and a high backrest. Replace the plain, neutral-colored curtains with elaborate, layered drapery featuring rich textures and subtle patterns, and add a decorative canopy above the bed. Upgrade the basic, modern bed frame and bedding to an intricately designed traditional Chinese-style bed with detailed woodwork and luxurious, patterned fabrics. Replace the contemporary table lamps with traditional Chinese-style lanterns featuring golden frames and warm, glowing light. Substitute the small, minimalist mirror with a large, decorative mirror framed in gold with ornate detailing. Replace the casual, everyday clothing with elaborate traditional Chinese costumes featuring rich fabrics, intricate embroidery, and period-appropriate accessories. Add decorative elements to the walls, including patterned panels, symbolic motifs, and ornate wall hangings. Enhance the lighting to be more dramatic and atmospheric, using warm, golden tones and directional light sources to emphasize depth and grandeur. Maintain the original layout, character positions, camera motion, and scene composition."}
{"sample_id": "heldout1000_0720", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_1-Scene-0104_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_1-o/26_1-Scene-0104_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_1-o/26_1-Scene-0104_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_1-o/26_1-Scene-0104_part3.mp4", "instruction": "Enhance the scene with a dark, moody, cinematic atmosphere. Replace the neutral, modern interior with a richly detailed, vintage-style wooden interior featuring arched doorways, warm ambient lighting, and period-appropriate decor including framed artwork and classic lamps. Upgrade the character's casual brown sweater to a rugged, worn leather jacket with a dark inner lining, and add dark sunglasses to his face. Introduce dramatic, high-contrast lighting with deep shadows and focused highlights to emphasize texture and mood. Maintain the same camera angle, character positioning, and action sequence, including the backpack and interaction with the other character. Preserve the overall scene layout and identity while elevating the visual style to a cinematic, period-inspired aesthetic."}
{"sample_id": "heldout1000_0721", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_022069", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__tabletennis__5977272_jack_sparrow.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__tabletennis__5977272_jack_sparrow.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__sports__tabletennis__5977272_jack_sparrow_2.mp4", "instruction": "Render the scene in the style of a 1950s sci-fi movie poster, with exaggerated shadows, bold red and yellow highlights, and a dramatic title banner reading 'THE DIGITAL AGE BEGINS'."}
{"sample_id": "heldout1000_0722", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_6-Scene-0130_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_6-o/26_6-Scene-0130_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_6-o/26_6-Scene-0130_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_6-o/26_6-Scene-0130_part1.mp4", "instruction": "Convert the scene to black and white with a desaturated, gritty film aesthetic. Enhance the lighting to create high contrast with deep shadows and stark highlights, emphasizing the bleak, abandoned atmosphere. Add visible debris and scattered papers on the floor to increase environmental decay. Replace the character's modern clothing with period-appropriate, worn-out attire featuring a textured, dark overcoat and suspenders. Introduce subtle grain and film noise to simulate vintage cinematography. Maintain the same camera angle, character positioning, and action timing while preserving the overall scene structure and spatial layout."}
{"sample_id": "heldout1000_0723", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_027095", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__knitting__6670494_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__knitting__6670494_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__hobby__knitting__6670494_rdne_stock_project_2.mp4", "instruction": "Apply a surreal, liquid mercury visual effect where the hands and objects appear to be made of molten silver, reflecting distorted versions of the surrounding space as if seen through a rippling mirror."}
{"sample_id": "heldout1000_0724", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_030711", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0168__70c8224906bd02b653a4c06e51fe6cda.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0168__70c8224906bd02b653a4c06e51fe6cda.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0168__70c8224906bd02b653a4c06e51fe6cda_1.mp4", "instruction": "Render the video in a high-energy, motion-blurred party aesthetic with vibrant color explosions, strobe lighting, and dynamic camera shake effects to emphasize the dance."}
{"sample_id": "heldout1000_0725", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_22-Scene-465_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_22-o/31_22-Scene-465_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_22-o/31_22-Scene-465_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_22-o/31_22-Scene-465_part1.mp4", "instruction": "Transform the modern, minimalist setting into a richly detailed traditional Chinese interior. Replace the plain white and teal drapes with ornate, heavy golden curtains and a dark, patterned canopy with intricate embroidery. Substitute the contemporary furniture with traditional Chinese-style wooden furniture, including a low wooden table and matching chairs. Add decorative patterned fabric to the bed and replace the simple indoor plant with a large potted plant in a classic ceramic pot. Change the characters' clothing to traditional Chinese garments: the man wears a dark blue robe with subtle patterns, and the woman wears a deep red and black embroidered robe with a sash. Enhance the lighting to be warm and dramatic, with strong directional light casting soft shadows, creating a cinematic atmosphere. Maintain the original camera position, character postures, expressions, and scene layout."}
{"sample_id": "heldout1000_0726", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_51-Scene-271_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_51-o/35_51-Scene-271_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_51-o/35_51-Scene-271_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_51-o/35_51-Scene-271_part1.mp4", "instruction": "Transform the scene into a period cinematic style by replacing the abstract, glowing yellow and green background elements with a traditional red wall and a weathered wooden tree trunk in the foreground. Enhance the woman's attire with intricate, period-accurate embroidery on the collar and sleeves of her brown robe, and add a decorative floral hairpiece with red accents to her updo. Replace the simple earring with a more ornate, dangling pearl earring. Maintain the same side profile pose, camera angle, and lighting direction, but enrich the overall atmosphere with warm, cinematic color grading and soft, diffused lighting to evoke a historical drama aesthetic."}
{"sample_id": "heldout1000_0727", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_25-Scene-109_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_25-o/24_25-Scene-109_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_25-o/24_25-Scene-109_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_25-o/24_25-Scene-109_part1.mp4", "instruction": "Transform the modern indoor setting into an ornate historical palace hall. Replace the contemporary casual attire with elaborate traditional garments featuring intricate embroidery and layered fabrics. Change the background from a minimalist, soft-lit interior to a grand hall with tall pillars, red and gold drapery, and ceremonial decorations. Replace everyday objects with historical props such as incense burners, ceremonial tables, and traditional furnishings. Enhance the lighting to be dramatic and stylized, with strong contrasts and warm, rich tones. Apply a saturated, cinematic color palette dominated by deep reds, golds, and dark blues. Maintain the same character pose, camera angle, and scene composition while upgrading the visual production design to match a high-budget historical drama."}
{"sample_id": "heldout1000_0728", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_28-Scene-559_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_28-o/33_28-Scene-559_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_28-o/33_28-Scene-559_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_28-o/33_28-Scene-559_part1.mp4", "instruction": "Transform the character's modern casual attire into an ornate, period-style turquoise robe with intricate white embroidery, replacing the beige jacket. Style the hair into a traditional, sleek topknot with a polished, dark finish. Replace the modern, translucent headset with a subtle, elegant hair accessory or remove it entirely. Change the background from a neutral, indoor setting to a richly detailed, dimly lit palace interior with deep red and dark wood tones, suggesting a historical or fantasy setting. Enhance the lighting to be dramatic and moody, with soft, directional light highlighting the face and costume, creating depth and atmosphere. Replace the simple teal sphere with a deep blue, polished gemstone or orb, adding a mystical or ceremonial quality. Apply a cool, cinematic color grade with enhanced contrast and saturation to emphasize the fantasy aesthetic, while preserving the character's facial expression, pose, and camera framing."}
{"sample_id": "heldout1000_0729", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_63-Scene-141_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_63-o/35_63-Scene-141_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_63-o/35_63-Scene-141_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_63-o/35_63-Scene-141_part2.mp4", "instruction": "Transform the modern, minimalist interior into an ornate, traditional Chinese palace setting. Replace the neutral-colored walls with deep red, textured walls adorned with golden accents and hanging lanterns. Change the simple white table and decorative items into elaborate, gilded ceremonial objects including a large bronze incense burner, a multi-tiered porcelain pagoda, and a detailed blue-and-white porcelain teapot. Replace the contemporary clothing of the characters with richly detailed historical Chinese robes: the standing figure wears a long, layered green robe with golden embroidery and a sash, while the kneeling figure wears a dark, textured robe with red accents. Enhance the lighting to be dramatic and stylized, with strong directional sunlight casting long shadows and highlighting the textures of the walls and costumes. Replace the glossy dark floor with a polished, reflective dark stone floor. Add a large, intricate golden painting on the left wall depicting a traditional landscape. Maintain the same character positions, actions, camera angle, and shot scale throughout the sequence."}
{"sample_id": "heldout1000_0730", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_037405", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__6952023_werner_pfennig.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__6952023_werner_pfennig.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__3D_gathering__conference__6952023_werner_pfennig_2.mp4", "instruction": "Transform the scene into a surreal, dreamlike fashion editorial where the masks are elaborate art pieces, the documents are made of gold leaf, and the lighting is filtered through colored glass."}
{"sample_id": "heldout1000_0731", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_002886", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__recipe__10432086_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__recipe__10432086_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__recipe__10432086_rdne_stock_project_2.mp4", "instruction": "Envision it as a warrior woman with vibrant red braided hair, wearing a black leather outfit adorned with fur and intricate gold accents, styled in a photorealistic, fantasy-inspired manner."}
{"sample_id": "heldout1000_0732", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_056669", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0299__cfc4cbd794e2f733f29a6289b294004c.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0299__cfc4cbd794e2f733f29a6289b294004c.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0299__cfc4cbd794e2f733f29a6289b294004c_2.mp4", "instruction": "Apply a vintage film grain aesthetic with sepia-toned highlights and a soft vignette, evoking a 1970s travel documentary style, with warm golden sunlight filtering through the trees and dramatic shadow play on the rocks."}
{"sample_id": "heldout1000_0733", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_045281", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__learning__8828906_lara_jameson.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__learning__8828906_lara_jameson.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__hobby__learning__8828906_lara_jameson_2.mp4", "instruction": "Transform the scene into a glowing, cyberpunk-infused cartographic lab where the map is a holographic projection and the hands are augmented with glowing data streams and digital overlays."}
{"sample_id": "heldout1000_0734", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_01-Scene-330_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_01-o/35_01-Scene-330_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_01-o/35_01-Scene-330_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_01-o/35_01-Scene-330_part1.mp4", "instruction": "Transform the modern, minimalist indoor setting into a richly detailed traditional East Asian scholarly hall. Replace the plain white ceiling with ornate wooden beams and lattice patterns, and add red pillars with golden accents throughout the space. Introduce hanging red lanterns with golden tassels as primary light sources, casting warm, ambient glow across the scene. Replace the simple tables and chairs with intricately carved wooden furniture in dark red and brown tones. Update the characters' clothing from casual modern attire to traditional long robes in muted green, gray, and blue hues, with visible braided hairstyles for the women. Add decorative items on the tables, including ceramic bowls, ink stones, and calligraphy brushes. Enhance the color palette to warm, rich tones with deep reds, golds, and earthy browns, and apply cinematic color grading to deepen shadows and highlight textures. Maintain the original layout, camera motion, and scene composition while upgrading materials, lighting, and atmosphere to evoke a historical or period setting."}
{"sample_id": "heldout1000_0735", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_013353", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__communication__4106544_marcus_aurelius.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__communication__4106544_marcus_aurelius.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__communication__4106544_marcus_aurelius_3.mp4", "instruction": "Generate a version that is a futuristic cyberpunk-style girl with vibrant red hair, glowing blue eyes, and a high-tech black outfit adorned with intricate mechanical details and illuminated blue accents."}
{"sample_id": "heldout1000_0736", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_35-Scene-381_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_35-o/35_35-Scene-381_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_35-o/35_35-Scene-381_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_35-o/35_35-Scene-381_part1.mp4", "instruction": "Transform the scene into a period drama setting by replacing the plain background with ornate, richly decorated interior elements including heavy drapery and intricate wooden furniture. Update the woman's modern white t-shirt with traditional period attire featuring delicate embroidery and a high collar. Style her hair into an elaborate updo with decorative hairpins. Add subtle, dramatic lighting with warm, directional tones to enhance depth and mood, while preserving the original camera angle, character positions, and facial expressions. Maintain the same shot scale and timing, ensuring the man's shaved head and traditional topknot remain unchanged."}
{"sample_id": "heldout1000_0737", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_37-Scene-067_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_37-o/33_37-Scene-067_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_37-o/33_37-Scene-067_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_37-o/33_37-Scene-067_part1.mp4", "instruction": "Transform the modern, minimalist setting into a cinematic, period-style scene. Replace the futuristic blue screen with a glowing, warm-toned traditional lantern in the background, casting soft ambient light. Change the character's modern, structured headwear into long, flowing dark hair styled with an ornate hairpin featuring a jade-like ornament. Replace the contemporary clothing with traditional East Asian attire, including a layered, light-blue robe with subtle embroidery. Enhance the lighting to create a moody, atmospheric effect with deep blues and warm highlights from the lantern, emphasizing depth and texture. Maintain the same camera angle, facial expression, and head position, preserving the original shot composition and timing."}
{"sample_id": "heldout1000_0738", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_24-Scene-089_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_24-o/31_24-Scene-089_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_24-o/31_24-Scene-089_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_24-o/31_24-Scene-089_part1.mp4", "instruction": "Transform the modern indoor setting into an ornate traditional Chinese interior, replacing the contemporary light fixture with a glowing, warm-toned paper lantern mounted on a decorative wooden frame. Replace the casual blue shirt with an elaborate traditional Chinese robe in teal with intricate pink and gold embroidery. Style the hair into an intricate updo with braids and add ornate hair accessories. Add long, dangling earrings with jade-like pendants. Enhance the lighting to create a warm, golden ambiance with soft shadows, and enrich the background with traditional lattice patterns and textured wooden panels. Maintain the same camera angle, shot scale, and character pose while upgrading materials, textures, and color grading to a cinematic, period-drama aesthetic."}
{"sample_id": "heldout1000_0739", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_067385", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__athletics__9517848_anastasia__shuraeva.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__athletics__9517848_anastasia__shuraeva.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__athletics__9517848_anastasia__shuraeva_3.mp4", "instruction": "Give it the characteristics of a futuristic soldier with glowing blue eyes, long red hair, and a dark, high-tech suit featuring pink accents and patches, rendered in a vibrant, cyberpunk-inspired artistic style."}
{"sample_id": "heldout1000_0740", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_06-Scene-312_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_06-o/35_06-Scene-312_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_06-o/35_06-Scene-312_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_06-o/35_06-Scene-312_part1.mp4", "instruction": "Transform the scene into a traditional Chinese setting by replacing the modern lighting fixtures with ornate, glowing red and gold lanterns hanging from the ceiling. Change the simple, contemporary wooden tables and chairs into intricately carved, dark wood furniture with traditional design. Replace the characters' casual, everyday attire with flowing pink traditional robes featuring detailed embroidery and period-appropriate hairstyles. Restore the intricate background patterns and decorations, including lattice windows and carved wooden panels, to create a rich, historical atmosphere. Enhance the overall color palette to be more vibrant and saturated, with warm, golden lighting and rich reds and browns, emphasizing the cinematic and period aesthetic. Maintain the original layout, character positions, actions, and camera motion while upgrading the visual elements to match the high-cost cinematic style."}
{"sample_id": "heldout1000_0741", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__3-Scene-0920_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/3-o/3-Scene-0920_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/3-o/3-Scene-0920_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/3-o/3-Scene-0920_part1.mp4", "instruction": "Transform the character's casual modern attire into a detailed, armored fantasy warrior costume with a red cape, metallic chest plate, and leather straps, while preserving his identity and pose. Replace the simple city street background with a grand, dimly lit, ancient stone hall featuring tall columns and ornate architecture. Add a horizontal lens flare effect across the frame to simulate divine or magical energy. Enhance the lighting to a dramatic, cinematic low-key style with warm highlights and deep shadows, emphasizing the character's physique and costume textures. Maintain the same camera angle, shot scale, and character position throughout the sequence."}
{"sample_id": "heldout1000_0742", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_02-Scene-548_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_02-o/24_02-Scene-548_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_02-o/24_02-Scene-548_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_02-o/24_02-Scene-548_part1.mp4", "instruction": "Replace the simple white floral hair accessory with an ornate, golden crown adorned with red and yellow gemstones and floral motifs. Change the light blue casual blouse to a rich red traditional dress with intricate gold embroidery and embellishments. Add delicate, sparkling jewelry to the character's ears and neck. Transform the neutral outdoor park background into a grand, opulent interior setting with soft, diffused lighting and architectural details suggesting a palace or ceremonial hall. Enhance the overall lighting to a dramatic, stylized effect with warm tones and soft highlights, emphasizing the luxurious materials and atmosphere. Maintain the same character pose, facial expression, camera angle, and shot scale."}
{"sample_id": "heldout1000_0743", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_27-Scene-437_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_27-o/31_27-Scene-437_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_27-o/31_27-Scene-437_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_27-o/31_27-Scene-437_part1.mp4", "instruction": "Transform the modern interior setting into an ornate, traditional East Asian palace chamber with wooden lattice windows, patterned silk drapes, and hanging tassels. Replace the man's casual layered outfit with a detailed, embroidered traditional robe with intricate sleeve patterns and a formal hairpiece. Replace the woman's simple blue top with a vibrant, layered traditional gown in orange and gold with heavy beaded necklaces and floral hair ornaments. Enhance the lighting to warm, dramatic, stylized illumination with soft highlights and deep shadows, emphasizing the rich textures of the fabrics and architectural details. Add decorative elements such as patterned wall panels, ornamental lanterns, and intricate curtain tiebacks. Maintain the original camera angle, character positions, and actions, including the man pouring from a teapot and the woman holding a small object to her lips."}
{"sample_id": "heldout1000_0744", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_020646", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0131__575eef0959bb371a0ffea042cc8121ad.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0131__575eef0959bb371a0ffea042cc8121ad.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0131__575eef0959bb371a0ffea042cc8121ad_1.mp4", "instruction": "Style the video as a cyberpunk neon noir film with high-contrast lighting, glowing road lines, and reflective wet pavement, turning the highway into a circuit-like artery pulsing with digital energy."}
{"sample_id": "heldout1000_0745", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__7-Scene-0138_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/7-o/7-Scene-0138_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/7-o/7-Scene-0138_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/7-o/7-Scene-0138_part4.mp4", "instruction": "Transform the character's casual streetwear into a high-tech superhero suit with glowing red and gold armor plating, metallic textures, and intricate circuitry patterns visible on the arms, chest, and legs. Enhance the background with subtle atmospheric effects such as faint energy glows and dynamic lighting reflections on the rooftop and surrounding buildings. Add a soft, cinematic rim light around the character to emphasize their silhouette, and introduce a slight lens flare effect from the city lights in the distance. Maintain the same crouched pose, camera angle, and urban rooftop setting, preserving the original layout and action. The lighting should become more dramatic and stylized, with deeper shadows and enhanced contrast to create a heroic, cinematic atmosphere. The train in the background should retain its presence but appear slightly more illuminated with a warm, ambient glow to match the overall tone."}
{"sample_id": "heldout1000_0746", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_35-Scene-259_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_35-o/31_35-Scene-259_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_35-o/31_35-Scene-259_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_35-o/31_35-Scene-259_part1.mp4", "instruction": "Transform the scene into a richly detailed, period-style cinematic setting. Replace the plain, neutral background with an ornate, colorful interior featuring warm-toned drapery and traditional lattice windows. Enhance the character's appearance with dramatic, stylized makeup, including bright pink lipstick and defined eye makeup. Change the modern, casual clothing to an elaborate traditional attire with intricate patterns and layered fabrics, visible in the collar and sleeves. Upgrade the subtle earrings to large, ornate pieces with turquoise and pearl accents. Adjust the lighting to be more dramatic and atmospheric, with warm, golden hues and soft backlighting from the windows, creating a sense of depth and grandeur. Maintain the character's identity, expression, and head position, preserving the original shot scale and camera motion."}
{"sample_id": "heldout1000_0747", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_6-Scene-1287_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_6-o/26_6-Scene-1287_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_6-o/26_6-Scene-1287_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_6-o/26_6-Scene-1287_part1.mp4", "instruction": "Enhance the scene with a cinematic, period-inspired aesthetic. Replace the modern flat-screen television with a vintage, bulky CRT television, placing it on the same wooden side table. Introduce a more dramatic and stylized lighting scheme with deeper shadows and warmer, golden tones to evoke a classic film atmosphere. Enhance the color grading to a desaturated, sepia-tinged palette with high contrast, emphasizing the vintage feel. Add subtle atmospheric haze to the room to deepen the mood. Maintain the original layout, character positions, and actions, but enrich the materials and textures: make the furniture appear more ornate and aged, with richer wood grain and fabric textures. The characters' clothing should retain their basic forms but be rendered with more detailed, period-appropriate fabrics and subtle sheen. Keep the same camera motion, shot scale, and timing, preserving the scene's semantics while elevating its visual style to a high-cost, cinematic production."}
{"sample_id": "heldout1000_0748", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_018992", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0116__4c417ba56533292e11c07c68dac0bc1f.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0116__4c417ba56533292e11c07c68dac0bc1f.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0116__4c417ba56533292e11c07c68dac0bc1f_1.mp4", "instruction": "Render the entire video in a vintage postcard aesthetic with faded colors, vignetting, and a subtle paper texture, as if viewed through a 1920s camera lens."}
{"sample_id": "heldout1000_0749", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_060380", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__8628297_pavel_danilyuk.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__8628297_pavel_danilyuk.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__art__danceperformance__8628297_pavel_danilyuk_1.mp4", "instruction": "Render the entire video in a hyper-stylized, digital graffiti mural aesthetic with bold, neon-colored lines and spray-paint textures that animate across the screen in sync with the subject’s hand movements."}
{"sample_id": "heldout1000_0750", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_01-Scene-371_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_01-o/38_01-Scene-371_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_01-o/38_01-Scene-371_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_01-o/38_01-Scene-371_part1.mp4", "instruction": "Transform the scene from a modern park setting to a dense, mystical forest environment. Replace the urban background with tall, ancient trees and thick undergrowth, adding atmospheric mist and dappled, low-light conditions. Enhance the lighting to be moody and cinematic, with deep shadows and subtle ambient glows filtering through the canopy. Update the male character's casual outfit to a layered, period-style tunic with a brown sash and detailed stitching, and the female character's polo shirt to a white and red traditional warrior-style robe with structured sleeves and dark trim. Add subtle fantasy elements such as a faint glow on the male character's hand and a small, ornate pendant on the female character's collar. Maintain the same camera motion, shot scale, and character positions, preserving the interaction and emotional tone. Adjust the color palette to be cooler and more saturated, emphasizing deep greens, blues, and earth tones to enhance the cinematic, otherworldly atmosphere."}
{"sample_id": "heldout1000_0751", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_068639", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__education__9783697_ron_lach.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__education__9783697_ron_lach.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__hobby__education__9783697_ron_lach_1.mp4", "instruction": "Transform the scene into a glitch art aesthetic with digital distortion, fragmented visuals, and color shifts mimicking corrupted data streams."}
{"sample_id": "heldout1000_0752", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_015667", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__skateboarding__4929725_roman_odintsov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__skateboarding__4929725_roman_odintsov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__sports__skateboarding__4929725_roman_odintsov_2.mp4", "instruction": "Recreate the scene in a vintage 1970s travelogue film aesthetic, with warm color grading, film scratches, soft vignetting, and a slightly warped lens effect to evoke nostalgia."}
{"sample_id": "heldout1000_0753", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_034167", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__assembly__6673518_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__assembly__6673518_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__3D_gathering__assembly__6673518_cottonbro_studio_1.mp4", "instruction": "Reimagine the entire video in a vintage protest poster aesthetic: all visuals are flattened into bold, graphic silhouettes with stark black and white contrast, and the text on signs appears as if hand-stenciled on canvas with visible brushstrokes."}
{"sample_id": "heldout1000_0754", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_50-Scene-514_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_50-o/31_50-Scene-514_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_50-o/31_50-Scene-514_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_50-o/31_50-Scene-514_part1.mp4", "instruction": "Enhance the scene with traditional Chinese-style attire: replace the modern casual clothing with flowing, period-accurate robes in soft pastel tones, adding layered sleeves and sashes. Add intricate hair accessories and jewelry to the characters' hairstyles, including ornate hairpins and delicate earrings. Introduce subtle, ethereal lighting with a cool, greenish hue to create a mystical atmosphere, enhancing the stone background with detailed carvings and ambient mist. Maintain the original composition, character positions, and camera framing while enriching textures and materials to reflect a cinematic, fantasy-inspired aesthetic."}
{"sample_id": "heldout1000_0755", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_012940", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0097__4027b8539d13fa13543475ee64f294ac.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0097__4027b8539d13fa13543475ee64f294ac.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0097__4027b8539d13fa13543475ee64f294ac_2.mp4", "instruction": "Transform the scene into a surreal, time-looped dream sequence where the passenger’s reflection in the window moves independently, and the city outside flickers between past and future."}
{"sample_id": "heldout1000_0756", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_38-Scene-657_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_38-o/24_38-Scene-657_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_38-o/24_38-Scene-657_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_38-o/24_38-Scene-657_part1.mp4", "instruction": "Transform the modern, casual setting into a serene, natural outdoor environment with soft green foliage and blurred rock formations in the background. Replace the contemporary clothing with a traditional, flowing white robe with subtle texture, suitable for a historical or fantasy setting. Style the hair into a more elaborate, period-appropriate look with a side-parted, slightly longer cut and natural sheen. Enhance the lighting to be softer and more diffused, with a cool, ethereal tone to create a cinematic atmosphere. Maintain the subject's facial expression, head position, and camera framing while adding a gentle, dreamlike haze to the overall scene."}
{"sample_id": "heldout1000_0757", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_008475", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0073__2fb77c0eb936f9877fdebafb74983b15.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0073__2fb77c0eb936f9877fdebafb74983b15.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0073__2fb77c0eb936f9877fdebafb74983b15_1.mp4", "instruction": "Render the aerial view in a high-contrast, architectural blueprint style with red ink overlays and grid lines, transforming the property into a detailed blueprint of a luxury estate."}
{"sample_id": "heldout1000_0758", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_03-Scene-450_part6", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_03-o/31_03-Scene-450_part6.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_03-o/31_03-Scene-450_part6.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_03-o/31_03-Scene-450_part6.mp4", "instruction": "Transform the modern, minimalist indoor setting into an ornate, historical palace interior with dark, patterned drapery, carved wooden pillars, and traditional hanging lanterns. Replace the characters' contemporary white attire with period-appropriate robes: the left character wears a white robe with intricate purple embroidery and a decorative silver headpiece, while the right character wears a plain white robe with a high collar. Enhance the lighting to be dramatic and stylized, with warm, directional light casting soft shadows and emphasizing the textures of the fabrics and architecture. Add rich, detailed textures to the clothing and background, including subtle patterns on the robes and ornate carvings on the pillars. Maintain the original composition, character positions, and camera framing while upgrading the visual fidelity and atmosphere to a cinematic, historical fantasy style."}
{"sample_id": "heldout1000_0759", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_24-Scene-102_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_24-o/32_24-Scene-102_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_24-o/32_24-Scene-102_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_24-o/32_24-Scene-102_part1.mp4", "instruction": "Transform the scene from a modern, naturalistic setting to a richly detailed historical or fantasy palace environment. Replace the contemporary indoor background with ornate traditional architecture featuring wooden lattice screens, warm ambient lighting, and golden accents. Enhance the character’s appearance by styling their hair into a sleek, formal updo with a decorative crown or headpiece, and add a subtle goatee and mustache for a regal look. Replace the casual blazer and collared shirt with an elaborate period costume featuring layered fabrics, intricate embroidery, and metallic trim. Introduce soft, diffused lighting with warm golden tones to create a majestic atmosphere, and apply a cinematic color grade with heightened contrast and saturation to emphasize the luxurious materials. Maintain the character’s pose and facial expression while enhancing facial definition and skin texture for a polished, dramatic appearance. Add subtle atmospheric haze to deepen the sense of grandeur, while preserving the original camera angle, shot scale, and framing."}
{"sample_id": "heldout1000_0760", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_10-Scene-490_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_10-o/24_10-Scene-490_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_10-o/24_10-Scene-490_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_10-o/24_10-Scene-490_part1.mp4", "instruction": "Transform the modern interior into an ornate traditional Chinese palace hall. Replace the plain white walls and minimalist ceiling with richly decorated wooden beams, dark red pillars, and hanging black-and-gold banners. Substitute the neutral flooring with a long, patterned carpet running down the central aisle. Replace the modern chairs and green abstract wall art with traditional wooden benches and intricate golden-framed wall panels. Change the characters' contemporary clothing into elaborate historical robes: the central figure wears a golden silk robe with detailed embroidery and a sash, the left figure wears a green robe with white trim, and the right figure wears a dark blue robe with gold accents. Style their hair into traditional updos with ornate hairpins. Enhance the lighting to be dramatic and atmospheric, with soft backlighting from the windows and subtle shadows, creating a sense of grandeur. Add traditional Chinese decor elements such as potted plants in ceramic pots on wooden stands, and remove modern items like coffee mugs or smartphones. Increase color saturation and contrast to emphasize rich, deep tones and golden highlights, while preserving the original camera motion, composition, and character positions."}
{"sample_id": "heldout1000_0761", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_060428", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0344__f495bbd4dafdfd44db229ac8807689e7.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0344__f495bbd4dafdfd44db229ac8807689e7.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0344__f495bbd4dafdfd44db229ac8807689e7_1.mp4", "instruction": "Render the entire video in a steampunk-inspired aesthetic with brass-colored textures, exposed gears, and glowing steam vents, transforming the city into a mechanical metropolis powered by wind and steam."}
{"sample_id": "heldout1000_0762", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_32-Scene-322_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_32-o/35_32-Scene-322_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_32-o/35_32-Scene-322_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_32-o/35_32-Scene-322_part2.mp4", "instruction": "Transform the modern urban street scene into a historical Chinese palace setting. Replace the contemporary building facade with ornate traditional palace architecture featuring red walls, green tiled roofs, golden accents, and decorative eaves. Change the characters' casual clothing into traditional red robes with circular patterns and formal attire; add red conical hats for the guards and appropriate period headwear for other characters. Replace the modern street lamps with traditional black and white lanterns mounted on stone pillars. Enhance the color palette to be richer and more saturated, with warm tones and cinematic grading to evoke a historical atmosphere. Maintain the same character positions, actions, camera motion, and shot scale while upgrading materials, lighting, and production design to match a high-cost cinematic period drama."}
{"sample_id": "heldout1000_0763", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_32-Scene-131_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_32-o/33_32-Scene-131_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_32-o/33_32-Scene-131_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_32-o/33_32-Scene-131_part1.mp4", "instruction": "Transform the scene to a cinematic, period-style setting. Replace the plain, neutral background with a dark, atmospheric interior featuring heavy drapery or fabric textures, rendered in cool blue and gray tones. Add a blue ornamental hairpiece to the top of the character's high ponytail, enhancing the traditional hairstyle with a stylized, elegant look. Replace the modern, casual clothing with a traditional, light-colored robe with subtle texture, consistent with historical or fantasy attire. Enhance the lighting to be dramatic and moody, with directional shadows and a cool color grade to emphasize depth and atmosphere. Maintain the character's facial expression, head position, and camera framing exactly as in the source, preserving identity and action while upgrading visual production quality."}
{"sample_id": "heldout1000_0764", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_45-Scene-209_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_45-o/32_45-Scene-209_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_45-o/32_45-Scene-209_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_45-o/32_45-Scene-209_part1.mp4", "instruction": "Transform the character's modern hairstyle into a traditional, intricately styled updo with a black topknot secured by a golden hairpin. Replace the plain white collar with a cream-colored scarf and add a dark blue, patterned robe with geometric embroidery. Enhance the background with realistic green foliage and a traditional wooden architectural structure. Introduce a soft, natural daylight lighting scheme with subtle shadows to create depth. In the background, add a secondary figure in period attire, slightly blurred, to enrich the scene's atmosphere. Maintain the original camera framing, character pose, and facial expression while upgrading the visual fidelity, materials, and color grading to a cinematic standard."}
{"sample_id": "heldout1000_0765", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_000990", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0012__07ddeac305c89a99aaf283d7be6f95c8.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0012__07ddeac305c89a99aaf283d7be6f95c8.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0012__07ddeac305c89a99aaf283d7be6f95c8_2.mp4", "instruction": "Render the scene in a surreal, ink-blot abstraction where the highlighter is a living creature that spreads color like ink in water, consuming the text."}
{"sample_id": "heldout1000_0766", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_011726", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__gardening__3780115_taryn_elliott.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__gardening__3780115_taryn_elliott.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__hobby__gardening__3780115_taryn_elliott_1.mp4", "instruction": "Render the video in a soft-focus, film grain-heavy vintage 1970s aesthetic with warm sepia undertones and slight lens flare, evoking a nostalgic, intimate moment."}
{"sample_id": "heldout1000_0767", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_3-Scene-0966_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_3-o/26_3-Scene-0966_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_3-o/26_3-Scene-0966_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_3-o/26_3-Scene-0966_part1.mp4", "instruction": "Enhance the scene with a dark, moody atmosphere by replacing the neutral outdoor background with a textured, shadowy stone or cave-like environment. Introduce a dominant purple lighting tone that casts dramatic highlights and deep shadows across the subject's face and clothing. Transform the plain gray jacket into a shimmering, textured garment with a metallic or glittery finish, maintaining the same collar and fastening style. Amplify the makeup with bold, dark eyeliner and rich, glossy lipstick to create a striking, cinematic look. Preserve the subject's facial expression, head position, and camera framing while enhancing the overall visual drama and color grading to match a high-production fantasy or sci-fi aesthetic."}
{"sample_id": "heldout1000_0768", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_26-Scene-394_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_26-o/24_26-Scene-394_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_26-o/24_26-Scene-394_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_26-o/24_26-Scene-394_part3.mp4", "instruction": "Enhance the scene with a dramatic, high-contrast cinematic lighting setup: intensify the central overhead light source to create a strong backlight and volumetric light rays, adding atmospheric haze to fill the space. Replace the plain wall with an ornate, golden-patterned backdrop featuring intricate carvings and a prominent golden dragon motif. Upgrade the character's attire to a more elaborate traditional robe with visible metallic accents and a decorative headpiece. Maintain the silhouette and posture of the character, preserving the camera angle and shot scale. Keep the candle chandeliers but enhance their glow and add subtle lens flares. Ensure the overall atmosphere is grand and mystical, with rich color grading emphasizing deep blues and warm golds, while preserving the original scene layout and action."}
{"sample_id": "heldout1000_0769", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_054544", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0272__bf42bc87233e13b4b2fe88f11b436e0d.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0272__bf42bc87233e13b4b2fe88f11b436e0d.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0272__bf42bc87233e13b4b2fe88f11b436e0d_2.mp4", "instruction": "Transform the scene into a high-contrast, vintage travelogue film aesthetic with grainy texture, sepia tint, and a soft vignette that evokes a forgotten expedition."}
{"sample_id": "heldout1000_0770", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__10-Scene-1738_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/10-o/10-Scene-1738_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/10-o/10-Scene-1738_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/10-o/10-Scene-1738_part1.mp4", "instruction": "Enhance the architectural details by adding intricate carvings and ornate patterns to the columns and arches, transforming the smooth surfaces into richly textured stone with aged, weathered appearance. Replace the flat, artificial lighting with natural daylight, creating soft shadows and realistic ambient illumination. Introduce a dark, metallic statue in the central archway, replacing the person in blue, with a dynamic pose that matches the original action. Add realistic vegetation and overgrown plants around the base and along the railings. Adjust the color palette to desaturated, earthy tones with a cool, cinematic grade, emphasizing grays and muted greens. Preserve the original camera position, shot scale, and scene layout while enhancing material realism and atmospheric depth."}
{"sample_id": "heldout1000_0771", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_58-Scene-208_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_58-o/35_58-Scene-208_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_58-o/35_58-Scene-208_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_58-o/35_58-Scene-208_part4.mp4", "instruction": "Transform the modern indoor corridor setting into an ornate traditional Chinese pavilion with red pillars, green tiled roofs, and hanging yellow lanterns. Replace the contemporary clothing with elaborate historical garments: the black dress becomes a brown embroidered robe with traditional frog closures, while the green and gray dresses retain their historical style with intricate sleeve details and patterns. Add traditional hair ornaments and accessories to the characters' hairstyles. Enhance the lighting to create a warm, stylized ambiance with soft shadows and golden highlights, typical of period dramas. Maintain the same camera motion, shot scale, and character positions, preserving the original layout and action. Upgrade the materials and textures to reflect rich fabrics and polished wood, and add atmospheric depth with subtle mist or haze in the background."}
{"sample_id": "heldout1000_0772", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_19-Scene-508_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_19-o/33_19-Scene-508_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_19-o/33_19-Scene-508_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_19-o/33_19-Scene-508_part1.mp4", "instruction": "Transform the background from a stylized, painted green wall with blue leaf patterns to a dense, realistic green foliage wall resembling a natural garden or forest setting. Change the character's hairstyle from a modern, short cut to a long, sleek, traditional East Asian hairstyle with a high topknot and loose strands framing the face. Replace the contemporary white shirt with an ornate, light blue traditional robe featuring intricate white swirling patterns on the collar and shoulders. Enhance the lighting to be more dramatic and cinematic with cool, diffused tones, emphasizing depth and texture in the hair, clothing, and background. Maintain the character's facial expression, head position, and camera framing throughout the sequence."}
{"sample_id": "heldout1000_0773", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_004015", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0026__1127ba4086f7cd27dcdb0e8ee29b197a.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0026__1127ba4086f7cd27dcdb0e8ee29b197a.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0026__1127ba4086f7cd27dcdb0e8ee29b197a_2.mp4", "instruction": "Apply a retro 1950s film grain aesthetic with warm amber tones, chromatic aberration, and subtle flicker effects to evoke a nostalgic, grainy home movie feel."}
{"sample_id": "heldout1000_0774", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_25-Scene-368_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_25-o/31_25-Scene-368_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_25-o/31_25-Scene-368_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_25-o/31_25-Scene-368_part2.mp4", "instruction": "Transform the scene into a cinematic, period-style setting: replace the simple green foliage background with a blooming white cherry blossom tree in front of a traditional brick courtyard with an arched gateway. Change the woman's modern blue top into an ornate, flowing traditional garment with golden embroidery and layered fabric. Replace her simple hairstyle with an elaborate updo adorned with a decorative hairpiece featuring a central circular ornament and floral accents. Change the man's plain white shirt into a detailed, patterned traditional robe with subtle gray and white swirls. Enhance the lighting to a soft, diffused, slightly cool-toned daylight that creates a dreamy, atmospheric mood. Add a potted plant with pink flowers near the archway to enrich the setting. Maintain the same camera angle, character positions, and facial expressions while upgrading materials, textures, and color grading to match a high-production historical drama aesthetic."}
{"sample_id": "heldout1000_0775", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_19-Scene-554_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_19-o/24_19-Scene-554_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_19-o/24_19-Scene-554_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_19-o/24_19-Scene-554_part1.mp4", "instruction": "Transform the scene into a cinematic period drama setting. Replace the plain, neutral background with a softly blurred, romantic garden filled with blooming pink blossoms and traditional architecture. Change the modern, casual white clothing to ornate, dark traditional attire with intricate embroidery and layered fabric. Replace the simple hair accessories with elaborate, jeweled hairpins and a styled topknot. Enhance the lighting to be warm, soft, and dramatic, with a golden-hour glow that highlights the characters' faces and creates a dreamy atmosphere. Maintain the same camera angle, shot scale, and character positioning, preserving the emotional intensity and facial expressions."}
{"sample_id": "heldout1000_0776", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_023024", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__art__choreography__6003768_artem_podrez.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__art__choreography__6003768_artem_podrez.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__art__choreography__6003768_artem_podrez_1.mp4", "instruction": "Style the video in a retro VHS aesthetic with color bleeding, tracking lines, and a vintage film grain, as if captured on an old camcorder during a 1990s fashion shoot."}
{"sample_id": "heldout1000_0777", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__11-Scene-0260_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/11-o/11-Scene-0260_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/11-o/11-Scene-0260_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/11-o/11-Scene-0260_part1.mp4", "instruction": "Transform the scene into a cinematic, high-cost production by replacing the plain background with a dimly lit, modern interior featuring subtle architectural details and ambient light sources. Change the light blue polo shirt to a sleek black t-shirt with a slightly worn texture. Enhance the lighting to create dramatic contrast with deep shadows and focused highlights, emphasizing facial contours and mood. Replace the glowing, abstract object in hand with a dark, reflective glass bottle, adding realistic liquid motion and surface reflections. Introduce a faint, atmospheric haze to deepen the scene's depth and mood. Adjust skin tone to appear more weathered and realistic with natural imperfections, and refine facial features to convey a more intense, contemplative expression. Apply a desaturated, high-contrast color grade with cool tones to enhance the cinematic atmosphere, while preserving the original camera motion, shot scale, and character identity."}
{"sample_id": "heldout1000_0778", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_01-Scene-234_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_01-o/24_01-Scene-234_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_01-o/24_01-Scene-234_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_01-o/24_01-Scene-234_part1.mp4", "instruction": "Replace the modern blue lighting fixtures in the background with soft, glowing pink lanterns featuring traditional patterns. Add an ornate black hairpin to the character's long, dark hair tied in a high ponytail. Replace the modern casual blue top with a traditional gray robe with blue trim, styled in a period-appropriate manner. Enhance the overall color grading to be warmer and more atmospheric, with a soft, diffused light and muted tones that evoke a historical or fantasy setting. Maintain the same camera angle, character pose, and scene composition."}
{"sample_id": "heldout1000_0779", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_39-Scene-102_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_39-o/38_39-Scene-102_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_39-o/38_39-Scene-102_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_39-o/38_39-Scene-102_part1.mp4", "instruction": "Enhance the character's appearance with an elaborate, braided hairstyle adorned with dark, ornate hairpins, replacing the simpler updo. Upgrade the clothing to a richly patterned, multi-layered garment with intricate embroidery and metallic accents, replacing the plain, modern-style top. Transform the background into a vibrant, blurred setting with warm, colorful fabrics and hints of traditional architecture, replacing the neutral, indoor backdrop. Add visible, detailed accessories including ornate earrings and a beaded necklace. Introduce dramatic, directional lighting with warm highlights and deep shadows to create a stylized, cinematic atmosphere. Increase color saturation and contrast to achieve a vivid, rich palette with enhanced depth. Add subtle visual effects such as soft glows around the hairpins and a slight haze in the background to suggest a fantasy or historical setting. Maintain the character's identity, facial expression, and camera motion while preserving the original shot scale and layout."}
{"sample_id": "heldout1000_0780", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_15-Scene-015_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_15-o/31_15-Scene-015_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_15-o/31_15-Scene-015_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_15-o/31_15-Scene-015_part1.mp4", "instruction": "Transform the scene into a cinematic period fantasy setting. Replace the plain beige background with a rugged, textured stone cave interior, adding warm ambient lighting and subtle atmospheric haze. Change the character's modern blue shirt into an ornate, traditional East Asian-style robe with golden trim and layered fabric. Enhance the hair with a more dramatic, flowing style and add subtle period-appropriate makeup to emphasize intensity. Replace the modern blue and black object in hand with a glowing, translucent yellow crystal or artifact, emitting a soft light. Adjust the lighting to be dramatic and directional, casting deep shadows and highlighting the character's face and the artifact. Maintain the same hand gesture, facial expression, and camera framing, preserving the character's identity and action while elevating the visual style to a high-production fantasy aesthetic."}
{"sample_id": "heldout1000_0781", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_17-Scene-012_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_17-o/35_17-Scene-012_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_17-o/35_17-Scene-012_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_17-o/35_17-Scene-012_part1.mp4", "instruction": "Transform the modern casual attire into traditional Chinese-style clothing: replace the gray t-shirt with an off-white qipao featuring intricate blue embroidery and a high collar, and add a matching traditional hairpiece with floral ornaments. Change the modern hairstyle into a classical Chinese updo with a long braid secured with a decorative hairpin. Replace the contemporary living room setting with a period-style interior: swap the wooden shelves and modern lighting with ornate Chinese-style cabinetry, red-lacquered window frames, and a hanging lantern with a circular red emblem. Replace the modern desk lamp with a traditional Chinese lantern. Enhance the lighting to create a warm, dramatic, and stylized atmosphere with soft backlighting and golden tones. Add subtle atmospheric haze to deepen the period ambiance. Keep the characters' positions, actions, and camera framing unchanged."}
{"sample_id": "heldout1000_0782", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_18-Scene-416_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_18-o/35_18-Scene-416_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_18-o/35_18-Scene-416_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_18-o/35_18-Scene-416_part1.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style by replacing the simple hair accessory with an ornate, jewel-encrusted headdress featuring turquoise, red gemstones, and floral metalwork. Transform the plain black clothing into a richly embroidered black robe with intricate floral patterns in red and gold. Replace the modern indoor background with a traditional palace interior, including wooden lattice windows, ornate carvings, and a ceremonial urn. Upgrade the lighting to a dramatic, warm, and atmospheric style with soft backlighting and deep shadows to emphasize the period setting. Replace the simple earrings with elaborate, multi-tiered earrings adorned with turquoise and red stones. Maintain the subject's facial expression, pose, and camera framing while enhancing the overall visual richness and historical authenticity."}
{"sample_id": "heldout1000_0783", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_14-Scene-376_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_14-o/32_14-Scene-376_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_14-o/32_14-Scene-376_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_14-o/32_14-Scene-376_part1.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style: replace the simple black headpiece with an ornate golden headdress featuring intricate carvings and a central red gem; upgrade the small earrings to long, dangling golden earrings with detailed filigree; change the plain white garment to a rich red robe with golden embroidery and layered fabric; transform the neutral, futuristic background into a grand, warm-toned palace interior with wooden architecture, soft drapery, and ambient candlelight; adjust the lighting to dramatic, warm, and stylized with soft shadows and highlights emphasizing the costume and facial features; add subtle atmospheric haze to enhance depth and mood. Preserve the character's pose, expression, and camera framing exactly as in the source."}
{"sample_id": "heldout1000_0784", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_41-Scene-338_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_41-o/31_41-Scene-338_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_41-o/31_41-Scene-338_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_41-o/31_41-Scene-338_part1.mp4", "instruction": "Transform the scene into a mystical, cinematic nighttime forest setting. Replace the bright, natural park background with a dense, dark bamboo forest illuminated by cool blue ambient light, enhancing the atmosphere with a sense of depth and mystery. Upgrade the woman's attire to an ornate, golden-yellow traditional costume with intricate patterns, layered necklaces, and a decorative hairpiece featuring a small yellow flower. Enhance the man's clothing to a flowing white and gray traditional robe with a black sash and a silver, curved headpiece. Add dramatic, moody lighting with soft highlights on the characters' faces and costumes, emphasizing textures and materials. Maintain the original camera angle, character positions, and body language, preserving the scene's composition and interaction."}
{"sample_id": "heldout1000_0785", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_27-Scene-220_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_27-o/39_27-Scene-220_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_27-o/39_27-Scene-220_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_27-o/39_27-Scene-220_part1.mp4", "instruction": "Transform the scene into a richly detailed traditional East Asian palace corridor. Replace the plain, modern indoor setting with ornate red wooden architecture featuring intricate carvings, hanging red banners with golden tassels, and decorative lanterns. Enhance the characters' attire by replacing casual clothing with elaborate traditional robes: the central figure wears a vibrant red and gold ceremonial hanbok with intricate embroidery, while the attendants wear green and gold robes with wide sleeves and sashes. Add traditional headpieces with ornate hairpins and accessories. Replace the simple purple flowers with lush, colorful floral arrangements in wooden pots on either side of the corridor. Introduce a ceremonial palanquin or throne-like structure in the background. Adjust lighting to be warm, dramatic, and atmospheric, with soft highlights on the costumes and architectural details. Increase color saturation and contrast to create a vivid, cinematic tone. Preserve the original character positions, camera motion, and scene layout while enhancing materials, textures, and depth to convey grandeur and historical authenticity."}
{"sample_id": "heldout1000_0786", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_26-Scene-296_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_26-o/24_26-Scene-296_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_26-o/24_26-Scene-296_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_26-o/24_26-Scene-296_part1.mp4", "instruction": "Transform the scene from a bright, natural daylight setting to a moody, misty, ethereal atmosphere with soft, diffused lighting and a cool color grade. Enhance the background with a dense, atmospheric fog that obscures distant elements, while preserving the existing architecture and vegetation. Replace the casual white top and jeans with an ornate, traditional-style robe featuring layered fabric, a deep red inner garment, and flowing sleeves. Elevate the hairstyle by adding an intricate, period-appropriate hairpiece with subtle metallic accents. Introduce a supernatural glow around the character’s silhouette and in the surrounding foliage, particularly in the red bush on the left and the tall grass on the right. Add subtle rain effects and wet ground reflections to enhance the mystical ambiance. Maintain the same camera position, character pose, and scene layout, ensuring the transformation focuses on visual style, lighting, and costume without altering the character’s identity or action."}
{"sample_id": "heldout1000_0787", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_33-Scene-434_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_33-o/32_33-Scene-434_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_33-o/32_33-Scene-434_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_33-o/32_33-Scene-434_part4.mp4", "instruction": "Transform the modern, clean-shaven male character with short, styled hair into an ancient-style figure with long, flowing gray hair and a full beard. Replace the contemporary dark suit and white shirt with a textured, layered traditional robe in muted earth tones. Change the futuristic, minimalist background with circular light panels and metallic structures into a rustic, historical setting featuring wooden architecture, a large wooden wheel, and earthenware pots. Enhance the lighting to warm, natural daylight with soft shadows, and add atmospheric depth with subtle haze. Maintain the character's facial expression, pose, and camera framing while upgrading the materials, textures, and overall cinematic quality to match a period drama aesthetic."}
{"sample_id": "heldout1000_0788", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_28-Scene-558_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_28-o/38_28-Scene-558_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_28-o/38_28-Scene-558_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_28-o/38_28-Scene-558_part1.mp4", "instruction": "Transform the modern, casual setting into a dark, historical or period environment. Replace the white robe with traditional, textured dark robes with layered fabric and subtle patterns. Style the hair into a loose, flowing topknot with long strands framing the face, adding a period-appropriate look. Adjust the lighting to be dim and atmospheric, with soft, directional light creating dramatic shadows and enhancing mood. Enhance the background to appear as a dimly lit interior with wooden or stone textures, possibly with traditional architectural elements. Apply rich, desaturated color grading to deepen the tones and create a cinematic, moody atmosphere. Maintain the same facial expressions, head movements, and camera framing as in the original."}
{"sample_id": "heldout1000_0789", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_17-Scene-429_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_17-o/34_17-Scene-429_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_17-o/34_17-Scene-429_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_17-o/34_17-Scene-429_part1.mp4", "instruction": "Transform the modern, casual setting into an ornate, period-style interior with dark wooden panels and traditional architectural details. Replace the contemporary clothing with a flowing, pale yellow traditional robe with delicate golden trim, worn over a white undergarment. Change the simple hairstyle into an elegant, intricately styled updo adorned with golden floral hairpins. Remove the modern headphones and replace them with traditional hair ornaments. Enhance the lighting to create a warm, atmospheric glow with soft shadows, and apply rich, cinematic color grading to deepen the tones and emphasize the historical ambiance. Maintain the same camera angle, shot scale, and character positioning, preserving the reflection in the mirror and the subject's expression and gaze."}
{"sample_id": "heldout1000_0790", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_026481", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__food__5920309_kampus_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__food__food__5920309_kampus_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__food__5920309_kampus_production_1.mp4", "instruction": "Let it be like a photorealistic depiction of a female knight with dark, styled hair, wearing ornate armor with intricate gold detailing and a prominent emblem featuring a sunburst design."}
{"sample_id": "heldout1000_0791", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_35-Scene-345_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-345_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-345_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_35-o/32_35-Scene-345_part2.mp4", "instruction": "Transform the modern, casual setting into a richly detailed ancient Chinese palace interior. Replace the simple hair bun with an ornate, metallic crown featuring intricate filigree and gemstone accents. Upgrade the plain light gray robe to an elaborate traditional robe with detailed embroidery, layered fabric, and a dark patterned sash. Replace the green typewriter and modern desk with a polished wooden writing table adorned with calligraphy brushes, ink stones, and a lit candle. Change the background to feature traditional wooden lattice windows, hanging red lanterns, and blurred floral decorations. Enhance the lighting to be warm and dramatic, with soft candlelight casting deep shadows and golden highlights on the character and surroundings. Add atmospheric haze to deepen the sense of historical grandeur, while preserving the character's pose, facial expression, and camera framing."}
{"sample_id": "heldout1000_0792", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_08-Scene-139_part6", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_08-o/31_08-Scene-139_part6.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_08-o/31_08-Scene-139_part6.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_08-o/31_08-Scene-139_part6.mp4", "instruction": "Transform the modern home office setting into an ornate traditional Chinese palace interior. Replace the simple wooden shelves and contemporary furniture with intricately carved wooden panels, lattice windows, and classical Chinese-style furniture. Replace the modern lighting with glowing red lanterns and golden candelabras. Change the characters' casual gray polo shirts into elaborate traditional Chinese robes — the character on the left wears a white robe with purple accents and a black hat, while the character on the right wears a deep red robe with gold trim and a topknot hairstyle. Replace the modern desk accessories with traditional calligraphy tools in a yellow lacquered box. Add decorative elements such as a large golden floral screen in the background, intricate wall patterns, and hanging scrolls. Enhance the atmosphere with warm, rich lighting, deep red and gold color grading, and a sense of grandeur. Keep the characters' positions, actions, and camera framing unchanged."}
{"sample_id": "heldout1000_0793", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__29_05-Scene-007_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/29_05-o/29_05-Scene-007_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/29_05-o/29_05-Scene-007_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/29_05-o/29_05-Scene-007_part2.mp4", "instruction": "Transform the modern casual attire into traditional Chinese-style clothing with intricate dark patterned fabric and layered design. Replace the simple hairstyle with an elaborate ancient Chinese topknot secured by a metallic headpiece. Change the contemporary indoor background to a traditional wooden palace interior with vertical paneling and warm ambient lighting. Replace the white ceramic bowl with a dark, ornate ceramic cup. Enhance the lighting to a warm, cinematic glow with soft highlights and deep shadows, emphasizing the rich textures of the costume and setting. Maintain the same pose, action, camera angle, and shot scale."}
{"sample_id": "heldout1000_0794", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_35-Scene-295_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_35-o/31_35-Scene-295_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_35-o/31_35-Scene-295_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_35-o/31_35-Scene-295_part3.mp4", "instruction": "Transform the modern interior into an ornate, period-style chamber with dark wooden lattice windows, heavy purple silk drapes, and hanging beaded curtains. Replace the green screen backdrop with a traditional wooden lattice wall. Upgrade the standing character's casual outfit to an elaborate light blue and white traditional robe with intricate embroidery and a matching sash, and add a small topknot hairpiece. Keep the seated character's vibrant orange traditional garment with red and gold patterns, but enhance its richness with detailed fabric textures and subtle sheen. Replace the simple table with a low, ornate wooden table covered in colorful silk fabrics. Enhance the lighting to be dramatic and atmospheric, with soft purple and golden hues emanating from unseen lanterns, casting deep shadows and highlighting the textures of the fabrics and wood. Add a subtle misty atmosphere to deepen the scene's mood. Preserve the characters' positions, actions, and camera framing exactly as in the low-cost version."}
{"sample_id": "heldout1000_0795", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_059388", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0331__ec38fb0ab06a61bef4f23e4e9f65526f.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0331__ec38fb0ab06a61bef4f23e4e9f65526f.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0331__ec38fb0ab06a61bef4f23e4e9f65526f_2.mp4", "instruction": "Transform the setting into a surreal dream sequence where the laptop is a portal to another world, the screen shows shifting landscapes, and the hands are made of light."}
{"sample_id": "heldout1000_0796", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_036557", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__modelmaking__7807216_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__modelmaking__7807216_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__hobby__modelmaking__7807216_cottonbro_studio_2.mp4", "instruction": "Render the video in a digital vaporwave style with neon pink and purple gradients, retro fonts, and a low-poly 3D rendering that gives the scene a nostalgic yet futuristic feel."}
{"sample_id": "heldout1000_0797", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__8-Scene-1177_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/8-o/8-Scene-1177_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/8-o/8-Scene-1177_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/8-o/8-Scene-1177_part2.mp4", "instruction": "Transform the urban rooftop scene into a dark, atmospheric, cinematic environment. Replace the realistic sunset sky with a cosmic, star-filled nebula background featuring swirling clouds and distant galaxies. Enhance the character's silhouette with a glowing, ethereal aura around their head and body, suggesting otherworldly presence. Upgrade the character's attire from modern clothing to a detailed, fantasy-inspired armor with metallic textures and intricate patterns. Replace the modern rooftop platform with a weathered, ancient stone bridge or platform extending over a dark, turbulent sea. Add subtle glowing elements to the platform's edges and surrounding structures, and introduce atmospheric fog and mist to enhance depth and mood. Maintain the character's pose, camera angle, and overall composition while elevating the visual style to a high-fantasy or sci-fi cinematic aesthetic."}
{"sample_id": "heldout1000_0798", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_28-Scene-337_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_28-o/31_28-Scene-337_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_28-o/31_28-Scene-337_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_28-o/31_28-Scene-337_part1.mp4", "instruction": "Transform the modern, casual setting into a traditional Chinese-style architectural environment with ornate wooden pillars, patterned green and gold drapery, and a richly decorated ceiling. Replace the contemporary clothing with elaborate period costumes: the woman on the left wears a pink and cream traditional robe with intricate sleeves, the man in the center wears a light blue robe with a patterned sash and a visible undergarment, and the woman on the right wears a purple robe with detailed silver embroidery. Add a sword as a prop held by the central figure. Enhance the lighting to be dramatic and stylized with deep shadows and saturated colors, emphasizing the theatrical atmosphere. Maintain the original character positions, facial expressions, and camera framing while upgrading the materials, textures, and overall visual richness to match a cinematic, fantasy-inspired aesthetic."}
{"sample_id": "heldout1000_0799", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_44-Scene-610_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_44-o/33_44-Scene-610_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_44-o/33_44-Scene-610_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_44-o/33_44-Scene-610_part1.mp4", "instruction": "Transform the modern indoor setting into a grand, period-style tented chamber with a high, sloped ceiling covered in light blue fabric and dark blue trim. Replace the simple furniture with ornate, low-slung wooden furniture including a raised platform with cushions, a dark wooden table with intricate carvings, and a large lattice screen. Add tall, multi-branched candle holders with lit candles on either side of the platform. Replace everyday objects with period-appropriate decorative items such as vases, incense burners, and ceremonial artifacts. Change the characters' clothing to traditional, flowing robes in muted blues and greens with detailed embroidery. Style their hair in elaborate updos with traditional accessories. Enhance the lighting to create a soft, diffused glow with subtle highlights from the candle holders, casting gentle shadows to emphasize depth and texture. Adjust the color scheme to rich, saturated tones with a cool, blue-tinged atmosphere. Add atmospheric haze to enhance the sense of depth and grandeur. Preserve the original layout, character positions, and camera motion while upgrading the materials, textures, and overall production design to a cinematic, historical fantasy style."}
{"sample_id": "heldout1000_0800", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_17-Scene-459_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_17-o/35_17-Scene-459_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_17-o/35_17-Scene-459_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_17-o/35_17-Scene-459_part1.mp4", "instruction": "Transform the modern indoor setting into an ornate traditional Chinese palace with richly decorated red and gold architecture, intricate wooden carvings, and hanging lanterns. Replace the casual clothing with elaborate traditional Qing dynasty attire: the central figure wears a red brocade robe with intricate embroidery and a high collar, while the surrounding figures wear light green qipao with detailed patterns and white cuffs. Add traditional headdresses with floral ornaments and black hairpins to all characters. Enhance the lighting to be warm, dramatic, and stylized with soft glows from lanterns and ambient backlighting. Introduce a rich, atmospheric haze to deepen the sense of historical grandeur. Maintain the same character positions, expressions, and camera framing while upgrading materials, textures, and color grading to cinematic quality."}
{"sample_id": "heldout1000_0801", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__11-Scene-1911_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/11-o/11-Scene-1911_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/11-o/11-Scene-1911_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/11-o/11-Scene-1911_part1.mp4", "instruction": "Transform the scene into a high-stakes, cinematic command center by replacing the abstract blue and white wave patterns on the left and right walls with a detailed government agency emblem and a complex surveillance interface, respectively. The left wall now features a large, illuminated crest with the text 'FEDERAL INVESTIGATIVE AGENCY' and a shield design, while the right wall displays a dynamic, multi-layered screen showing live video feeds, maps, and data overlays. Enhance the lighting to create dramatic, directional beams of light cutting through the dim environment, emphasizing the character's focused posture. The character remains seated at the same desk, but their attire appears more tactical and professional, with subtle details like a badge or utility belt. The background retains industrial elements like exposed pipes and concrete walls, now rendered with a gritty, weathered texture to support the serious atmosphere. The desk setup remains sparse but gains a sense of urgency through the addition of a small, glowing device or control panel. Adjust the overall color palette to a darker, cooler tone with high contrast, enhancing the moody, suspenseful ambiance. Preserve the original camera angle, character position, and scene layout while adding these cinematic details."}
{"sample_id": "heldout1000_0802", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_001680", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__10039575_los_muertos_crew.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__danceperformance__10039575_los_muertos_crew.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_style1__art__danceperformance__10039575_los_muertos_crew_2.mp4", "instruction": "Apply an overgrown effect, as if nature is reclaiming everything. Cover all surfaces with patches of lush moss and intricate networks of fine vines. Tiny wildflowers and small mushrooms sprout from crevices. The air seems humid, with dappled light filtering through an unseen canopy."}
{"sample_id": "heldout1000_0803", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_35-Scene-017_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-017_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_35-o/32_35-Scene-017_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_35-o/32_35-Scene-017_part1.mp4", "instruction": "Transform the modern bedroom setting into an ornate, traditional Chinese-style room by replacing the simple curtains with rich, patterned blue drapes featuring floral motifs and hanging tassels. Replace the minimalist furniture with traditional wooden furniture, including a four-poster bed with intricate carvings. Change the characters' modern attire into elaborate traditional robes with detailed embroidery and flowing fabrics; style their hair with traditional accessories and headpieces. Add period-appropriate props such as an incense burner, a wooden stand with a lit candle, and decorative vases. Enhance the lighting to be warm and dramatic, with soft backlighting from a circular window and ambient glow from candles, creating a mystical atmosphere. Apply rich color grading with deep blues, warm golds, and soft highlights to emphasize the fantasy aesthetic. Ensure all elements remain grounded in the original scene layout, preserving character positions, actions, and camera framing."}
{"sample_id": "heldout1000_0804", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_68-Scene-451_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_68-o/35_68-Scene-451_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_68-o/35_68-Scene-451_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_68-o/35_68-Scene-451_part1.mp4", "instruction": "Replace the white conical hat with a red, tasseled ceremonial hat featuring a black and white patterned brim and a decorative finial. Change the plain dark robe to an ornate, embroidered traditional garment with intricate golden patterns and a high collar. Replace the simple beaded necklace with a thick, red beaded necklace with a prominent central pendant. Transform the neutral indoor background into a grand, historical palace setting with traditional wooden architecture and warm ambient lighting. Enhance the lighting to be dramatic and stylized, with soft highlights on the face and rich, saturated colors throughout the scene. Maintain the same camera angle, shot scale, and subject positioning."}
{"sample_id": "heldout1000_0805", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_053999", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__8141189_alena_darmel.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__8141189_alena_darmel.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__3D_gathering__conference__8141189_alena_darmel_2.mp4", "instruction": "Transform the visuals into a glowing digital forest aesthetic where the laptop screen is a living tree trunk, the documents are leaves that flutter in the wind, and the woman’s blazer shimmers like bark."}
{"sample_id": "heldout1000_0806", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_017374", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__painting__4825165_gustavo_fring.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__painting__4825165_gustavo_fring.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__painting__4825165_gustavo_fring_3.mp4", "instruction": "Have it portray a demonic entity with glowing red eyes, sharp horns, and a dark, textured, reptilian-like skin, rendered in a highly detailed, dark fantasy artistic style."}
{"sample_id": "heldout1000_0807", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_10-Scene-476_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_10-o/24_10-Scene-476_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_10-o/24_10-Scene-476_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_10-o/24_10-Scene-476_part1.mp4", "instruction": "Transform the modern urban setting into a traditional East Asian courtyard with wooden architecture, tiled roofs, and ornate lanterns. Replace the casual denim jackets and jeans with flowing white robes with long sleeves and traditional silhouettes. Change the paved ground to a smooth, snow-covered courtyard. Replace the modern streetlights with glowing paper lanterns and hanging lamps. Enhance the lighting with warm, ambient glow from lanterns and soft backlighting, increasing saturation and contrast to create a cinematic, atmospheric tone. Add subtle snowfall and soft shadows to enhance depth and mood. Replace the contemporary building facades with traditional wooden structures featuring lattice windows and decorative eaves. Preserve the characters' riding motion, camera angle, and scene composition while upgrading materials, textures, and visual richness to match a historical or fantasy setting."}
{"sample_id": "heldout1000_0808", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_060309", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__equestrian__8625422_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__equestrian__8625422_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__equestrian__8625422_rdne_stock_project_2.mp4", "instruction": "Envision it as a futuristic cyberpunk woman with glowing blue eyes, long dark hair with red highlights, wearing a sleek black outfit with metallic accents, and a determined expression."}
{"sample_id": "heldout1000_0809", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_18-Scene-299_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_18-o/34_18-Scene-299_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_18-o/34_18-Scene-299_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_18-o/34_18-Scene-299_part1.mp4", "instruction": "Transform the modern kitchen setting into a soft, dreamy garden with blurred floral background, replacing the plain indoor environment. Change the casual clothing into traditional, ornate attire with flowing white robes featuring delicate golden trim and floral embroidery. Replace the simple hairstyles with elaborate updos adorned with decorative flowers and hairpins. Enhance the lighting to be soft, diffused, and ethereal, resembling golden-hour sunlight filtering through blossoms, creating a romantic and cinematic atmosphere. Maintain the same camera angle, shot scale, and character positions while upgrading materials, textures, and color grading to match a high-production fantasy or period aesthetic."}
{"sample_id": "heldout1000_0810", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_20-Scene-511_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_20-o/35_20-Scene-511_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_20-o/35_20-Scene-511_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_20-o/35_20-Scene-511_part1.mp4", "instruction": "Transform the modern, casual attire into an ornate traditional Chinese Qing dynasty-style dress with intricate blue and gold embroidery, high collar, and detailed sleeve patterns. Replace the simple hairstyle with an elaborate updo featuring black hair buns adorned with a blue pom-pom and white floral decorations. Add matching traditional earrings with dangling elements and a subtle red tassel. Enhance the lighting to a moody, cinematic tone with soft shadows and cool color grading, emphasizing depth and texture. Maintain the same facial expression, head position, and camera framing while enriching the overall atmosphere with period-appropriate visual details."}
{"sample_id": "heldout1000_0811", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_041192", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0193__82f06986e12d4b86bc95331a45b12879.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0193__82f06986e12d4b86bc95331a45b12879.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0193__82f06986e12d4b86bc95331a45b12879_2.mp4", "instruction": "Apply a futuristic, cyberpunk lighting scheme where the red ropes glow with neon energy, the trainer’s white shirt emits a UV pulse, and the impact creates shockwave ripples in the air."}
{"sample_id": "heldout1000_0812", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_000318", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0003__024990c941071fa797fe10c5b67af227.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0003__024990c941071fa797fe10c5b67af227.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0003__024990c941071fa797fe10c5b67af227_1.mp4", "instruction": "Render the poppies in a hyper-surreal, dreamlike style where the flowers grow from floating heads and the leaves are made of liquid glass."}
{"sample_id": "heldout1000_0813", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_2-Scene-1654_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_2-o/22_2-Scene-1654_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_2-o/22_2-Scene-1654_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_2-o/22_2-Scene-1654_part4.mp4", "instruction": "Transform the regular car into a futuristic vehicle with a sleek, metallic, reflective surface and advanced design elements. Add glowing blue lights on the front panel and enhance the transparent, spherical cockpit to reveal intricate internal mechanisms. Replace the typical outdoor setting with an abstract, sci-fi environment featuring a large circular structure in the background and a distant, cloudy sky. Upgrade the lighting to dramatic, cinematic illumination with strong highlights and deep shadows, enhancing the metallic textures and creating a moody, atmospheric tone. Maintain the same camera angle, shot scale, and scene layout, preserving the vehicle's position and the surrounding architecture."}
{"sample_id": "heldout1000_0814", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_003914", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0026__10c9b463add2efdc2ba6e529485111c7.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0026__10c9b463add2efdc2ba6e529485111c7.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0026__10c9b463add2efdc2ba6e529485111c7_2.mp4", "instruction": "Transform the scene into a vintage maritime postcard aesthetic with sepia tones, slight vignetting, and handwritten labels like 'Sailing at Golden Hour' on the frame corners."}
{"sample_id": "heldout1000_0815", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_056825", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0300__d49bf4636100c8e46e92a9e94b7ba950.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0300__d49bf4636100c8e46e92a9e94b7ba950.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0300__d49bf4636100c8e46e92a9e94b7ba950_1.mp4", "instruction": "Style the video in a hyper-detailed drone photography aesthetic with ultra-sharp focus, dynamic lighting, and a sense of urban scale."}
{"sample_id": "heldout1000_0816", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_25-Scene-012_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_25-o/31_25-Scene-012_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_25-o/31_25-Scene-012_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_25-o/31_25-Scene-012_part2.mp4", "instruction": "Transform the scene from a modern, brightly lit, artificial forest setting to a dark, immersive, cinematic nighttime forest. Replace the flat, digitally rendered green and purple foliage with dense, realistic pine trees under moonlight, enhancing depth and atmosphere. Change the characters' modern clothing to traditional East Asian attire: the man on the left wears a dark, flowing robe with a sash; the woman in the center wears a vibrant red and gold hanbok-style dress with intricate patterns; the man on the right wears a light gray, layered robe with a blue sash. Replace the modern white chairs with rustic wooden logs or stone benches. Introduce subtle ambient lighting from moonlight filtering through the canopy, casting soft blue and green hues, and add a faint mist to enhance the mystical atmosphere. Remove any modern props like laptops or bags, replacing them with period-appropriate items such as a bamboo flute or a small woven basket. Maintain the original camera angle, character positions, and body language, preserving the scene’s composition and interaction. Enhance color grading to be rich, moody, and saturated with deep blues, greens, and warm accents from the clothing, while keeping the overall lighting dim and atmospheric."}
{"sample_id": "heldout1000_0817", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_38-Scene-569_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_38-o/31_38-Scene-569_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_38-o/31_38-Scene-569_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_38-o/31_38-Scene-569_part2.mp4", "instruction": "Enhance the scene with cinematic realism: intensify the color saturation and contrast to create a rich, atmospheric visual tone, particularly in the autumnal tree foliage and the thatched roof structures. Upgrade the lighting to a dramatic, moody ambiance with soft, diffused natural light and subtle shadows, enhancing depth and texture. Replace the simplified, cartoonish clothing of the characters with detailed, period-appropriate garments featuring layered fabrics, realistic folds, and earthy tones. Refine the background environment by adding textured stone walls, wooden beams, and authentic rural details to the huts, while preserving the overall layout. Add realistic materials to props such as wooden tables, clay pots, and woven baskets, ensuring they appear functional and weathered. Introduce atmospheric haze and a cool color grade to evoke a historical or fantasy setting, while maintaining the original camera motion, shot scale, and character positions. Ensure all elements remain grounded in the scene’s geometry and spatial relationships."}
{"sample_id": "heldout1000_0818", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_12-Scene-155_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_12-o/35_12-Scene-155_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_12-o/35_12-Scene-155_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_12-o/35_12-Scene-155_part2.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style by replacing the simple black hair accessory with an ornate, traditional hairstyle featuring colorful beads and a pink floral ornament. Transform the casual gray top into a richly detailed purple traditional dress with intricate floral embroidery and black trim. Replace the neutral beige curtain with a luxurious, soft pink draped curtain and add a dark, atmospheric background suggesting an opulent interior. Upgrade the subtle earrings to elaborate, multi-colored dangling earrings with red and blue gemstones. Adjust the lighting to be softer and more dramatic, with warm tones and enhanced contrast to emphasize the textures and materials. Apply a cinematic color grade with deeper shadows and richer saturation to elevate the overall mood and visual quality, while preserving the subject's pose, facial expression, and camera framing."}
{"sample_id": "heldout1000_0819", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_40-Scene-218_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_40-o/34_40-Scene-218_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_40-o/34_40-Scene-218_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_40-o/34_40-Scene-218_part1.mp4", "instruction": "Replace the simple black headwear with an ornate golden crown featuring intricate patterns and gemstone accents. Enhance the robe with rich, embroidered details on the shoulders and sleeves, including golden thread and symbolic motifs. Change the background to a grand, ceremonial hall with deep red walls, golden geometric patterns, and architectural columns. Upgrade the lighting to dramatic, warm, and directional, emphasizing the regal atmosphere. Add subtle atmospheric haze to enhance depth and grandeur, while preserving the character's pose, facial expression, and hand motion throughout the sequence."}
{"sample_id": "heldout1000_0820", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__6-Scene-1419_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/6-o/6-Scene-1419_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/6-o/6-Scene-1419_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/6-o/6-Scene-1419_part1.mp4", "instruction": "Transform the character's appearance to a more stylized, youthful look with lighter, reddish-brown hair and a more expressive, animated facial expression. Replace the plain black t-shirt with a blue long-sleeve sweatshirt featuring a circular 'Science Club' emblem with a star and atom design. Change the white paper in his hands to a worn, hand-drawn 'ALL PASS' sign with colorful, uneven lettering and a slightly crumpled texture. Enhance the lighting to create a cooler, more dramatic tone with subtle shadows and a desaturated color grade, emphasizing a moody, cinematic atmosphere. Keep the background setting, camera angle, and character positions unchanged, preserving the indoor hallway environment with the brick wall, framed artwork, and metal cart in the background. Maintain the same shot scale and timing, ensuring the character's gestures and interaction with the other person remain consistent."}
{"sample_id": "heldout1000_0821", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_072934", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0276__c170b2cab98bdbc1e62f220e48690099.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0276__c170b2cab98bdbc1e62f220e48690099.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0276__c170b2cab98bdbc1e62f220e48690099_1.mp4", "instruction": "Render the nightclub in a neon-drenched, vaporwave aesthetic with retro pixel art overlays, dreamy pink and teal gradients, and floating geometric shapes."}
{"sample_id": "heldout1000_0822", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_39-Scene-067_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_39-o/32_39-Scene-067_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_39-o/32_39-Scene-067_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_39-o/32_39-Scene-067_part1.mp4", "instruction": "Transform the scene from a simple, neutral indoor setting to an ornate, golden palace interior with intricate carvings and warm, glowing ambient lighting. Replace the casual gray shirt with a rich, patterned traditional garment featuring dark fabric with metallic accents and a golden inner lining. Enhance the lighting to be dramatic and cinematic, with deep shadows and warm highlights emphasizing the character's face and costume. Increase the depth of field to create a shallow focus effect, blurring the background to emphasize the character while preserving the detailed golden architecture. Add subtle atmospheric haze to enhance the grandeur and mood. Maintain the character's facial expression, head position, and camera angle throughout the transformation."}
{"sample_id": "heldout1000_0823", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_6-Scene-0740_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_6-o/22_6-Scene-0740_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_6-o/22_6-Scene-0740_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_6-o/22_6-Scene-0740_part1.mp4", "instruction": "Transform the indoor office-like setting into a futuristic, sci-fi environment with advanced technology and alien elements. Replace the modern business casual attire of the characters with iconic, rugged, period-specific costumes: the man wears a black vest over a light tunic, and the woman wears a weathered, utilitarian tunic with a distinctive badge. Enhance the background with metallic structures, glowing panels, and alien figures in the periphery. Add atmospheric lighting with cool, dim tones and subtle ambient glows from unseen sources. Introduce non-human characters and props that suggest a high-tech, interstellar setting, while preserving the original camera angle, character positions, and facial expressions. Maintain the same shot scale and timing, ensuring the characters' identities and actions remain unchanged."}
{"sample_id": "heldout1000_0824", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_50-Scene-326_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_50-o/31_50-Scene-326_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_50-o/31_50-Scene-326_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_50-o/31_50-Scene-326_part2.mp4", "instruction": "Transform the natural outdoor park setting into a hazy, dreamy, ethereal background with soft, diffused lighting and a pale sky, suggesting a fantasy or historical setting. Replace the modern casual clothing with elaborate traditional attire: the woman wears a flowing lavender robe with intricate embroidery, and the man wears a layered beige and brown tunic with detailed patterns and a decorative collar. Add ornate accessories: the woman wears long, dangling turquoise earrings, and the man wears a beaded necklace and a brooch on his chest. Style the hair with intricate braids and loose flowing strands, enhancing the period look. Apply soft, dramatic makeup with subtle highlights and natural tones to enhance facial features. Maintain the same close-up composition, emotional intimacy, and camera motion, preserving the characters' identities and actions. Enhance the overall atmosphere with a cinematic color grade featuring cool, pastel tones and a gentle glow."}
{"sample_id": "heldout1000_0825", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__9-Scene-1077_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/9-o/9-Scene-1077_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/9-o/9-Scene-1077_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/9-o/9-Scene-1077_part1.mp4", "instruction": "Add vibrant blue face paint to the character's face, specifically on the forehead and cheek, while preserving the original facial features and expression. Replace the character's dark shirt with a bare torso, revealing muscular definition and skin texture. Enhance the lighting to create a dramatic, moody atmosphere with strong contrasts and soft highlights on the skin. Maintain the existing background elements, including the purple garment with black feather-like adornments, but enrich the material with a glossy, textured finish. Introduce a subtle, ethereal glow around the character's face and shoulders to enhance the cinematic quality. Keep the camera angle, shot scale, and overall composition unchanged."}
{"sample_id": "heldout1000_0826", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_017137", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__painting__4802708_ketut_subiyanto.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__painting__4802708_ketut_subiyanto.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_style1__hobby__painting__4802708_ketut_subiyanto_1.mp4", "instruction": "Immerse the scene in the breathtaking beauty of a cosmic ocean. The subject is bathed in the soft, ethereal glow of these cosmic structuresd. Sparkling star clusters and faint, glowing stardust drift through the scene like celestial fireflies. The atmosphere is awe-inspiring, wondrous, and profoundly beautiful."}
{"sample_id": "heldout1000_0827", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_060639", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__therapy__8655565_mikhail_nilov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__therapy__8655565_mikhail_nilov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__therapy__8655565_mikhail_nilov_3.mp4", "instruction": "Give it the texture of a photorealistic rendering of a woman with long, flowing red hair, wearing a white off-the-shoulder blouse paired with a dark corset, exuding a vintage yet modern aesthetic."}
{"sample_id": "heldout1000_0828", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_038099", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0159__6afd5ff29b480a5b5d695cf73de87754.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0159__6afd5ff29b480a5b5d695cf73de87754.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0159__6afd5ff29b480a5b5d695cf73de87754_2.mp4", "instruction": "Transform the scene into a surreal floating garden where the flowers are made of light, the background is a swirling galaxy, and the petals drift like confetti in zero gravity."}
{"sample_id": "heldout1000_0829", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_051739", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__sports__8034231_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__sports__8034231_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__sports__8034231_rdne_stock_project_3.mp4", "instruction": "Recreate it as a vibrant slice of lemon surrounded by dynamic water splashes, using photorealistic style with bright, saturated colors and detailed textures."}
{"sample_id": "heldout1000_0830", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_28-Scene-163_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_28-o/39_28-Scene-163_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_28-o/39_28-Scene-163_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_28-o/39_28-Scene-163_part2.mp4", "instruction": "Transform the modern casual setting into a richly detailed traditional Chinese palace interior. Replace the plain beige background with ornate golden walls featuring intricate dragon motifs and a large wooden plaque with raised Chinese characters. Change the character's blue polo shirt into a flowing, light beige traditional robe with subtle embroidery. Style the hair into a formal topknot with a decorative hairpin. Enhance the lighting to be warm and dramatic, with soft glows emanating from red candles and golden surfaces, creating a regal and atmospheric ambiance. Maintain the character's pose, facial expression, and camera angle while upgrading the environment and costume to match the grandeur of a historical or fantasy setting."}
{"sample_id": "heldout1000_0831", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_02-Scene-097_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_02-o/32_02-Scene-097_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_02-o/32_02-Scene-097_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_02-o/32_02-Scene-097_part2.mp4", "instruction": "Transform the modern office setting into a dimly lit, atmospheric historical or fantasy interior. Replace the contemporary lighting with flickering candlelight and ornate chandeliers, casting deep shadows and warm glows. Change the characters' modern business attire into elaborate period costumes: the man in the foreground should wear a richly detailed, layered robe with a red inner garment and a golden headpiece, while the others wear dark, textured tunics with headwraps. Replace the modern furniture and decor with traditional wooden furnishings, including a low table covered in dark fabric, and add hanging banners or tapestries. Introduce a dramatic, moody atmosphere with smoke or haze, and enhance the color grading to emphasize deep blacks, warm amber tones, and high contrast. Keep the characters' positions, actions, and camera framing unchanged, preserving the original layout and scene semantics."}
{"sample_id": "heldout1000_0832", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_062426", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__8814966_kampus_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__8814966_kampus_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__conference__8814966_kampus_production_3.mp4", "instruction": "Adopt the aesthetic of a photorealistic doll with blonde hair styled in an elegant updo, wearing a Victorian-inspired white dress with lace accents and a choker necklace, capturing the essence of a vintage, romantic style."}
{"sample_id": "heldout1000_0833", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_30-Scene-368_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_30-o/31_30-Scene-368_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_30-o/31_30-Scene-368_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_30-o/31_30-Scene-368_part1.mp4", "instruction": "Transform the scene into a cinematic fantasy setting: replace the simple black headpiece with an ornate, silver, winged headdress with intricate carvings; change the character's dark hair to long, flowing white hair; upgrade the plain blue robe to an elaborate, light-blue embroidered robe with detailed patterns and a flowing design; replace the neutral indoor background with a dramatic, ethereal sky with soft clouds and a pastel color palette; add a large, ornate purple parasol with golden tassels and decorative fringe above the character; enhance the lighting to be soft and magical, with a glowing aura around the character; maintain the same camera angle, shot scale, and character positioning. For the other character, replace the simple dark hair with a neatly styled black topknot, upgrade the plain purple and white robe to a richly detailed purple vest with silver embroidery and a dark underlayer, and preserve the same facial expression and pose. Keep the overall composition and interaction unchanged."}
{"sample_id": "heldout1000_0834", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_020361", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0131__570764388529b8c7b675afe24e132267.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0131__570764388529b8c7b675afe24e132267.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0131__570764388529b8c7b675afe24e132267_2.mp4", "instruction": "Apply a surreal, Dali-inspired dream logic aesthetic: the scissors and scalpel float mid-air, their metallic surfaces reflecting distorted versions of a human brain and a clock melting into the clipboard."}
{"sample_id": "heldout1000_0835", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_052228", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__boxing__8050781_kampus_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__boxing__8050781_kampus_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__sports__boxing__8050781_kampus_production_1.mp4", "instruction": "Render the entire video in a warm, sun-drenched film grain aesthetic reminiscent of 1970s European cinema, with soft focus, subtle vignetting, and a nostalgic color palette of amber and moss green."}
{"sample_id": "heldout1000_0836", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_5-Scene-1246_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_5-o/22_5-Scene-1246_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_5-o/22_5-Scene-1246_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_5-o/22_5-Scene-1246_part2.mp4", "instruction": "Transform the realistic indoor corridor into a futuristic sci-fi environment. Replace the carpeted floor with a smooth, reflective white surface. Update the walls and doors to have a sleek, minimalist design with clean geometric patterns and a monochromatic white finish. Replace the natural daylight with a cool, diffused blue light emanating from the ceiling and walls. At the end of the corridor, replace the plain window with a large viewport revealing a sky with clouds and a distant horizon. Add a circular platform in the center of the far end. Enhance the character's appearance to be more stylized and futuristic, with a form-fitting suit and glowing accents. Remove any realistic clothing details and replace them with a sleek, uniform design. Add subtle glowing effects around the character's limbs and feet. Maintain the same camera motion, shot scale, and character movement trajectory, preserving the layout and action while upgrading the visual style to a high-tech, cinematic aesthetic."}
{"sample_id": "heldout1000_0837", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_32-Scene-436_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_32-o/38_32-Scene-436_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_32-o/38_32-Scene-436_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_32-o/38_32-Scene-436_part1.mp4", "instruction": "Enhance the scene to a cinematic, period-fantasy style while preserving the original layout, camera motion, and character positions. Replace the muted, natural lighting with warm, dramatic lighting that casts soft, directional shadows, emphasizing depth and mood. Add rich, textured materials to the wooden lattice and railing, giving them an aged, polished appearance with visible grain and patina. Introduce lush, vibrant green foliage behind the lattice, rendered with depth and natural variation. In the background, transform the blurred, generic setting into a detailed, ancient courtyard with stone architecture, ambient lanterns, and period-appropriate props. Replace the indistinct figures with clearly defined characters in elaborate traditional costumes: a woman in the foreground with long dark hair, wearing a detailed blue and white robe with sashes and accessories, holding a bow; a man in the background in a light-colored robe, seated at a wooden crate, engaged in crafting. Add a small, realistic bird perched on the railing, enhancing the scene's atmosphere. Apply a cinematic color grade with deep, saturated tones, warm highlights, and cool shadows, creating a visually rich and immersive atmosphere. Ensure all elements are seamlessly integrated, maintaining the original shot scale and timing."}
{"sample_id": "heldout1000_0838", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_24-Scene-355_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_24-o/39_24-Scene-355_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_24-o/39_24-Scene-355_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_24-o/39_24-Scene-355_part3.mp4", "instruction": "Replace the neutral green backdrop with a rich, deep red curtain backdrop, adding wooden architectural elements such as beams and railings to create a traditional palace setting. Enhance the elaborate headdresses with ornate floral and metallic decorations, including golden accents and dangling ornaments. Transform the simple purple garments into richly embroidered traditional robes with intricate patterns, gold trim, and layered fabrics; add a golden-yellow outer robe with a large circular emblem to the left figure. Replace the plain white props with wooden musical instruments and ceremonial stands. Upgrade the lighting to warm, dramatic tones with soft highlights and deep shadows to emphasize the opulent atmosphere. Maintain the original camera angle, character positions, and facial expressions while enhancing textures, materials, and color grading for a cinematic, period-drama aesthetic."}
{"sample_id": "heldout1000_0839", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_25-Scene-545_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_25-o/32_25-Scene-545_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_25-o/32_25-Scene-545_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_25-o/32_25-Scene-545_part2.mp4", "instruction": "Transform the modern, minimalist outdoor setting into a lush, vibrant forest environment with dense greenery and autumnal trees visible through the archway. Replace the contemporary white ceiling and simple light fixtures with a wooden, curved roof structure and ornate hanging lanterns. Update the woman's casual white top to a traditional flowing white robe with intricate details, and change the man's white t-shirt and jeans to a dark, layered historical or fantasy-style outfit with textured fabric. Replace the modern cups and mugs on the table with a traditional teapot and tea set made of ceramic or porcelain. Enhance the atmosphere with soft, diffused natural lighting and a misty, serene ambiance. Maintain the same camera angle, character positions, and actions, preserving the layout and scene semantics while adding rich textures, period-appropriate materials, and cinematic color grading to evoke a fantasy or historical setting."}
{"sample_id": "heldout1000_0840", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_8-Scene-2108_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_8-o/22_8-Scene-2108_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_8-o/22_8-Scene-2108_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_8-o/22_8-Scene-2108_part1.mp4", "instruction": "Transform the scene from a stylized, glowing abstract background with neon-like light patterns to a dark, atmospheric environment with minimal lighting, featuring a single warm light source in the background. Replace the character's modern, patterned dark top with a textured, dark, high-collared garment that suggests a more serious or dramatic tone. Add visible scars on the character's face, particularly on the cheek and near the eye, to convey a rugged or battle-worn appearance. Enhance the overall mood with deep shadows, desaturated colors, and a cinematic color grade that emphasizes contrast and moodiness. Maintain the character's pose, facial expression, and camera angle, preserving the original shot composition and timing."}
{"sample_id": "heldout1000_0841", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_06-Scene-024_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_06-o/39_06-Scene-024_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_06-o/39_06-Scene-024_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_06-o/39_06-Scene-024_part2.mp4", "instruction": "Transform the modern, minimalist interior into an ornate East Asian palace setting with traditional wooden architecture, red banners with golden emblems, and intricate roof details. Replace the plain white and blue clothing with elaborate historical robes in rich colors like deep blue, gold, and red, featuring detailed patterns and layered fabrics. Substitute the simple furniture and props with ceremonial objects such as thrones, incense burners, and ornate tables. Enhance the lighting to create dramatic, warm, and staged illumination with strong contrasts, emphasizing the grandeur of the scene. Add atmospheric depth with soft haze and rich color grading, while preserving the original camera motion, shot scale, and character positions."}
{"sample_id": "heldout1000_0842", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_017754", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__skateboarding__5156725_budgeron_bach.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__skateboarding__5156725_budgeron_bach.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__sports__skateboarding__5156725_budgeron_bach_2.mp4", "instruction": "Apply a vintage 1970s travelogue film aesthetic with warm color tints, soft focus, and subtle film scratches, making the bustling city feel like a nostalgic memory from a forgotten era."}
{"sample_id": "heldout1000_0843", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_27-Scene-288_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_27-o/31_27-Scene-288_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_27-o/31_27-Scene-288_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_27-o/31_27-Scene-288_part1.mp4", "instruction": "Transform the character's casual white blouse and blue skirt into an elaborate, flowing light-blue traditional-style dress with layered sleeves and intricate patterns, while keeping her hairstyle and posture unchanged. Replace the abstract, stylized background with a detailed, weathered traditional stone building featuring wooden beams, tiled roofs, and ornate window lattices, surrounded by lush green trees and natural foliage. Enhance the lighting to a soft, diffused daylight with a cool, cinematic color grade, adding atmospheric haze and subtle depth. Maintain the same camera motion, shot scale, and character position, preserving the scene's composition and timing. Add subtle visual effects such as gentle light flares and enhanced texture detail on the clothing and environment to elevate the production quality."}
{"sample_id": "heldout1000_0844", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_02-Scene-400_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_02-o/32_02-Scene-400_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_02-o/32_02-Scene-400_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_02-o/32_02-Scene-400_part1.mp4", "instruction": "Transform the modern indoor setting into an opulent ancient palace interior with dark wooden lattice windows, golden ornate pillars, and richly decorated thrones. Replace the simple headwear with elaborate imperial headdresses: a golden crown with a red gem for the left character, and a tall, dark blue ceremonial hat with gold accents for the right character. Upgrade the casual clothing to luxurious period costumes: the left character wears a red brocade tunic under a gold-embroidered outer robe, while the right character wears a dark blue robe with intricate red and gold patterns. Replace the modern office chair and green decorative object with a golden ceremonial incense burner and ornate golden throne. Enhance lighting to warm, dramatic tones with soft backlighting through the lattice windows, and add atmospheric depth with subtle haze. Maintain the original camera framing, character positions, and expressions."}
{"sample_id": "heldout1000_0845", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_44-Scene-353_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_44-o/35_44-Scene-353_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_44-o/35_44-Scene-353_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_44-o/35_44-Scene-353_part2.mp4", "instruction": "Transform the modern, minimalist interior into an ornate traditional Chinese setting. Replace the plain walls with intricately carved wooden lattice screens and hanging silk banners with calligraphy. Change the modern furniture to traditional wooden pieces with curved legs and lacquered finishes; replace the tablecloth with a richly patterned brocade. Update the characters' clothing to elaborate traditional Chinese garments: the woman on the left wears a dark red and black qipao with floral embroidery, the seated woman wears a black and gold robe with intricate patterns, and the standing woman wears a long brown robe with wide sleeves. The man on the right wears a dark blue traditional tunic with white cuffs. Replace the modern lighting with warm, ambient lighting from hanging lanterns and wall sconces, casting soft shadows. Add traditional props such as a bronze incense burner in the foreground, a large round mirror on the wall, and decorative vases. Replace the modern flooring with a patterned rug over wooden planks. Introduce rich, warm color tones with deep reds, golds, and browns, enhancing contrast and depth. Maintain the same character positions, actions, and camera framing while adding period-appropriate details to create a formal, grand atmosphere."}
{"sample_id": "heldout1000_0846", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_038743", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__art__vocals__8042847_antoni_shkraba_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__art__vocals__8042847_antoni_shkraba_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__art__vocals__8042847_antoni_shkraba_production_2.mp4", "instruction": "Reimagine the scene as a high-fashion editorial shoot in a digital fashion magazine, with hyper-saturated colors, sharp contrasts, and surreal lighting that turns the woman into a living mannequin on a runway of infinite mirrors."}
{"sample_id": "heldout1000_0847", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_016412", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__social__4723011_olia_danilevich.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__social__4723011_olia_danilevich.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__social__4723011_olia_danilevich_2.mp4", "instruction": "Illustrate it as a mysterious figure wearing a gold plague doctor mask, a dark hoodie with intricate gold embellishments, and distressed jeans, rendered in a photorealistic style with a focus on detailed textures and dramatic lighting."}
{"sample_id": "heldout1000_0848", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_003267", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__photography__10547953_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__photography__10547953_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__photography__10547953_cottonbro_studio_1.mp4", "instruction": "Bring it to life as a futuristic cyborg woman with sleek, metallic white armor, high-heeled boots, and short blonde hair, rendered in photorealistic 3D style."}
{"sample_id": "heldout1000_0849", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_059342", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0330__ebf0bdc86df409719b1c99459bb53442.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0330__ebf0bdc86df409719b1c99459bb53442.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0330__ebf0bdc86df409719b1c99459bb53442_2.mp4", "instruction": "Apply a retro-1970s architectural aesthetic with geometric patterns, bold colors, and vinyl textures, turning the buildings into giant, colorful plastic blocks in a playful urban jungle."}
{"sample_id": "heldout1000_0850", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_25-Scene-189_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_25-o/32_25-Scene-189_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_25-o/32_25-Scene-189_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_25-o/32_25-Scene-189_part2.mp4", "instruction": "Enhance the scene with cinematic realism and period authenticity: replace the modern, overly saturated blue lighting with warm, natural candlelight and ambient glow from lanterns; upgrade the character's casual black outfit to a detailed, traditional dark robe with subtle fabric texture and period-appropriate design; enrich the background by adding intricate wooden architecture with glowing paper windows, authentic stone pathways, and more realistic, aged roof tiles; introduce atmospheric depth with soft mist and subtle shadows; preserve the original camera motion, character positions, and scene layout while enhancing textures, materials, and lighting to reflect a historical or fantasy setting; add period-accurate props such as wooden crates, traditional lanterns, and ornate garden elements; maintain the same shot scale and timing, but elevate the visual quality through richer color grading, detailed textures, and immersive atmosphere."}
{"sample_id": "heldout1000_0851", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_53-Scene-042_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_53-o/35_53-Scene-042_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_53-o/35_53-Scene-042_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_53-o/35_53-Scene-042_part1.mp4", "instruction": "Transform the modern, casual white turtleneck sweater into an ornate, traditional Chinese imperial robe with golden embroidery and a high collar, maintaining the same pose and head position. Replace the plain, contemporary indoor background with a richly decorated historical palace interior featuring red pillars, intricate woodwork, and traditional lattice windows. Enhance the lighting to be warm, dramatic, and cinematic, with soft highlights on the face and fabric, evoking a period drama atmosphere. Add subtle atmospheric haze to deepen the scene's depth and mood. Keep the subject's bald head and facial expression unchanged, preserving the original camera angle, shot scale, and timing."}
{"sample_id": "heldout1000_0852", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_9-Scene-1082_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_9-o/22_9-Scene-1082_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_9-o/22_9-Scene-1082_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_9-o/22_9-Scene-1082_part1.mp4", "instruction": "Transform the indoor setting into a dimly lit, industrial sci-fi environment with metallic structures and ambient background lighting. Replace the character's casual dark shirt with a detailed, weathered tan utility vest featuring textured panels and layered fabric, worn over a dark undershirt. Enhance the lighting to be dramatic and moody, with directional highlights on the character's face and vest, and deep shadows in the background. Add subtle atmospheric haze to the scene to increase depth and cinematic mood. Maintain the character's pose, expression, and camera framing exactly as in the original, preserving identity and action while upgrading the visual style to a high-cost, cinematic sci-fi aesthetic."}
{"sample_id": "heldout1000_0853", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_40-Scene-167_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_40-o/39_40-Scene-167_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_40-o/39_40-Scene-167_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_40-o/39_40-Scene-167_part2.mp4", "instruction": "Transform the modern, casual attire into an ornate, period-style costume with rich green and gold embroidery, a deep blue collar, and a yellow sash. Replace the simple hairstyle with an elaborate updo featuring two large, circular golden hair ornaments with intricate filigree patterns. Substitute the glowing green futuristic headpiece accessories with traditional golden tassels and decorative rods. Change the soft, natural lighting to warm, dramatic lighting with deep shadows and golden highlights, enhancing the regal atmosphere. Replace the neutral, blurred outdoor background with a richly decorated interior setting featuring warm red and gold tones, suggesting a palace or ceremonial hall. Maintain the same facial expression, head position, and camera framing throughout the sequence."}
{"sample_id": "heldout1000_0854", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_27-Scene-019_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_27-o/38_27-Scene-019_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_27-o/38_27-Scene-019_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_27-o/38_27-Scene-019_part1.mp4", "instruction": "Enhance the scene to a cinematic, period-accurate setting by replacing the modern, simplified background with an elaborate traditional wooden interior featuring exposed beams, lattice windows, and hanging red fabric banners. Upgrade the lighting to warm, natural daylight streaming through windows, with soft shadows and atmospheric haze. Replace the modern clothing of the characters with detailed traditional robes in muted earth tones, including intricate patterns and layered fabrics. Add period-appropriate props such as ornate lanterns, ceramic tea sets, and wooden furniture with carved details. Introduce background characters in historical attire, seated or standing in groups, contributing to a bustling, authentic atmosphere. Enhance the color palette with rich, saturated tones and a slightly desaturated, filmic grade to evoke a historical drama aesthetic. Maintain the original camera angle, shot scale, and character positions while adding depth and texture to the environment and costumes."}
{"sample_id": "heldout1000_0855", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_42-Scene-577_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_42-o/31_42-Scene-577_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_42-o/31_42-Scene-577_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_42-o/31_42-Scene-577_part1.mp4", "instruction": "Transform the scene into a richly detailed, period-style cinematic setting. Replace the plain indoor background with an ornate, dimly lit interior featuring stone walls, wooden beams, and warm ambient lighting from a visible candle or lantern on the left. Enhance the hairstyle by adding intricate braids and decorative hairpins, replacing the simple headpiece with a more elaborate, traditional design. Upgrade the earrings to ornate, dangling jewelry with pink gemstones and metallic filigree. Change the casual blue top to a detailed, period-appropriate pink garment with ruffled sleeves and intricate embroidery. Adjust the lighting to be dramatic and warm, with soft highlights on the face and deep shadows, enhancing the atmosphere. Maintain the same facial expression, head position, and camera framing throughout the sequence."}
{"sample_id": "heldout1000_0856", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__27-Scene-1212_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/27-o/27-Scene-1212_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/27-o/27-Scene-1212_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/27-o/27-Scene-1212_part2.mp4", "instruction": "Enhance the character's appearance with dramatic makeup: apply dark, smoky eye makeup and bold red lipstick. Style the hair into a more elaborate, voluminous look with defined curls and a dramatic silhouette. Replace the dark, simple top with a striking red, high-neck dress featuring a form-fitting silhouette and elegant draping. Darken and enrich the lighting to create a moody, cinematic atmosphere with deep shadows and selective highlights. Enhance the background by adding ornate, patterned pillows and bedding with intricate designs, increasing visual texture and depth. Increase contrast and saturation to intensify colors and create a more stylized, dramatic look. Introduce subtle artificial shadows and highlights to emphasize the character's features and clothing. Maintain the same camera angle, character pose, and overall scene composition."}
{"sample_id": "heldout1000_0857", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_35-Scene-318_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_35-o/35_35-Scene-318_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_35-o/35_35-Scene-318_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_35-o/35_35-Scene-318_part1.mp4", "instruction": "Transform the modern, minimalist setting into a richly detailed, period-style interior. Replace the white brick wall and wooden shelves with dark, ornate wooden paneling and traditional Chinese furniture, including a carved wooden cabinet and decorative vases. Enhance the background with heavy golden drapes and intricate wall carvings. Replace the man's casual gray sweater with a black, intricately embroidered traditional robe featuring floral and dragon patterns, and add a long braid with a traditional hair tie. Keep the woman's white outfit but enhance its texture and add subtle period-appropriate details. Adjust the lighting to be warm, dramatic, and atmospheric, with soft shadows and highlights emphasizing the textures of the clothing and furniture. Add a subtle golden glow to the scene to enhance the cinematic mood, while preserving the original camera motion, shot scale, and character positions."}
{"sample_id": "heldout1000_0858", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_031533", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0150__63897d0b3bed887ccf6891a1e6fa9cb7.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0150__63897d0b3bed887ccf6891a1e6fa9cb7.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0150__63897d0b3bed887ccf6891a1e6fa9cb7_1.mp4", "instruction": "Render the entire video in a high-speed motion blur style with streaks of light and dynamic lines, making the vehicles appear as if drawn by a moving brush."}
{"sample_id": "heldout1000_0859", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_28-Scene-462_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_28-o/39_28-Scene-462_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_28-o/39_28-Scene-462_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_28-o/39_28-Scene-462_part2.mp4", "instruction": "Transform the scene from a modern, casual setting to a richly decorated, opulent palace interior with golden, patterned walls and warm, glowing ambient lighting. Replace the woman's modern hairstyle with an elaborate, high traditional updo adorned with ornate hairpins and decorative elements. Change her casual blue and white outfit to a luxurious golden-yellow traditional robe with intricate embroidery and purple trim. Replace the man's modern suit with a deep blue traditional robe with black collar and detailed fabric texture. Replace the green plastic bottle in his hand with a small, ornate white ceremonial object. Enhance the overall lighting to be warm, dramatic, and cinematic, with soft highlights and deep shadows to emphasize the grandeur of the setting and costumes. Maintain the same camera angle, pose, and interaction between the characters."}
{"sample_id": "heldout1000_0860", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_040721", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__ceremony__8233093_roman_odintsov.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__ceremony__8233093_roman_odintsov.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__3D_gathering__ceremony__8233093_roman_odintsov_2.mp4", "instruction": "Render the scene in a high-definition, miniature diorama style with exaggerated perspective, as if viewed through a jeweled magnifying lens in a collector’s cabinet."}
{"sample_id": "heldout1000_0861", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_34-Scene-139_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_34-o/32_34-Scene-139_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_34-o/32_34-Scene-139_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_34-o/32_34-Scene-139_part1.mp4", "instruction": "Transform the modern casual attire into an ornate historical costume with layered fabrics, intricate embroidery, and metallic accents. Add a detailed, jeweled headpiece to the topknot hairstyle. Replace the neutral indoor background with a richly decorated traditional interior featuring deep red walls, wooden paneling, and classical furniture. Enhance the lighting to create a warm, dramatic ambiance with soft shadows and golden highlights. Replace the green potted plant with a more natural, stylized foliage arrangement in a ceramic pot. Maintain the same camera angle, character pose, and facial expression while upgrading the materials, textures, and overall atmosphere to a cinematic, period-drama aesthetic."}
{"sample_id": "heldout1000_0862", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_055320", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__animals__pets__8230816_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__animals__pets__8230816_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__pets__8230816_rdne_stock_project_2.mp4", "instruction": "Infuse with the emotion of a futuristic, cyberpunk-inspired young person with glowing red and orange highlights, sharp angular features, and a sleek, high-contrast digital aesthetic."}
{"sample_id": "heldout1000_0863", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_50-Scene-194_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_50-o/35_50-Scene-194_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_50-o/35_50-Scene-194_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_50-o/35_50-Scene-194_part1.mp4", "instruction": "Enhance the woman's headdress by adding ornate, colorful floral and jewel embellishments on both sides, transforming the simple black accessory into an elaborate period-style headpiece. Replace the plain black garment with a richly embroidered robe featuring a prominent golden phoenix design on the chest, with intricate patterns along the collar and sleeves. Upgrade the background by adding decorative vases and ornate shelves with detailed carvings, enhancing the setting with a grand, historical ambiance. Adjust the lighting to a more dramatic, cinematic style with deeper shadows and richer color grading, emphasizing the textures and materials. Retain the woman's identity, pose, and camera motion, while elevating the overall visual quality to a high-cost, period-drama aesthetic."}
{"sample_id": "heldout1000_0864", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_25-Scene-255_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_25-o/39_25-Scene-255_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_25-o/39_25-Scene-255_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_25-o/39_25-Scene-255_part2.mp4", "instruction": "Transform the modern casual clothing into elaborate traditional historical costumes: replace the plain gray t-shirts with ornate, layered robes in pale green and gold with intricate embroidery and wide sleeves. Replace the simple white headpieces with elaborate black and gold headdresses featuring decorative ornaments and long tassels. Change the contemporary park-like background to a traditional East Asian garden with wooden pavilions, stone lanterns, and lush greenery. Replace the natural daylight lighting with soft, cinematic lighting that enhances the richness of the fabrics and creates a dramatic, atmospheric mood. Add vibrant pink wisteria hanging from the trees and pink peonies in the foreground to enrich the scene. Maintain the same character positions, camera angle, and motion throughout the sequence."}
{"sample_id": "heldout1000_0865", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_39-Scene-272_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_39-o/39_39-Scene-272_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_39-o/39_39-Scene-272_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_39-o/39_39-Scene-272_part2.mp4", "instruction": "Transform the scene into a richly detailed historical East Asian palace setting. Replace the simple gray arches with ornate wooden lattice structures painted in warm red and gold, featuring intricate carvings. Add traditional red pillars with golden bands. Replace the abstract, colorful floral decorations with realistic blooming cherry blossoms and potted flowers in ceramic pots. Change the standing character's casual gray outfit into an elaborate red and black traditional robe with swirling patterns, gold trim, and a decorative belt; add a black hairpiece with a golden floral ornament. Change the kneeling character's modern clothing into a yellow and blue traditional robe with black accents and a matching black headpiece. Replace the plain background with a detailed palace courtyard featuring stone pathways, distant pavilions, and natural greenery. Enhance lighting to be natural daylight with soft shadows, and apply a warm, cinematic color grade to enrich materials and atmosphere. Preserve the original camera angle, character positions, and actions."}
{"sample_id": "heldout1000_0866", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_35-Scene-503_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_35-o/31_35-Scene-503_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_35-o/31_35-Scene-503_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_35-o/31_35-Scene-503_part3.mp4", "instruction": "Transform the modern park setting into a rustic, ancient village environment with wooden structures and thatched roofs in the background. Replace the character's casual gray top with a traditional, layered period costume featuring dark purple and white fabric with intricate patterns. Enhance the lighting to be more dramatic and stylized with a cool, blue-toned color grading, adding atmospheric haze. Keep the character's facial expression, head position, and camera framing unchanged. Maintain the same shot scale and timing, preserving the original action and identity."}
{"sample_id": "heldout1000_0867", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_20-Scene-376_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_20-o/32_20-Scene-376_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_20-o/32_20-Scene-376_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_20-o/32_20-Scene-376_part1.mp4", "instruction": "Replace the modern, casual headwear with a traditional, ornate black hat featuring a structured, angular design, a central vertical band with metallic detailing, and a circular emblem on the front. Update the clothing from a blue casual shirt with black stripes to a flowing white robe with light green trim, consistent with historical or fantasy attire. Enhance the background by preserving the stone wall and tree leaves but enriching their textures and colors to appear more natural and detailed, with deeper greens and weathered stone. Adjust the lighting to a soft, cinematic daylight with subtle rim lighting on the subject, enhancing facial features and costume details while maintaining the original composition and camera angle. Ensure the subject's identity, pose, and action remain unchanged, and preserve the scene's overall layout and timing."}
{"sample_id": "heldout1000_0868", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_47-Scene-489_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_47-o/32_47-Scene-489_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_47-o/32_47-Scene-489_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_47-o/32_47-Scene-489_part1.mp4", "instruction": "Enhance the scene with a rich, vibrant red color scheme: replace the neutral beige curtains and canopy with luxurious, sheer red drapery featuring intricate lace patterns. Transform the bedding into deep red with golden embroidery, matching the opulent theme. Amplify the floral decorations by adding more abundant, vivid red flowers and ornate golden vases to emphasize grandeur. Update the character's attire to an elaborate, traditional red robe with gold trim and intricate patterns, reflecting ceremonial or fantasy styling. Intensify the lighting to create dramatic, high-contrast illumination with strong highlights and deep shadows, enhancing the theatrical atmosphere. Upgrade the furniture and decor by adding ornate wooden carvings and decorative elements to the existing pieces, emphasizing richness and detail. Remove everyday items like books or mugs to maintain a ceremonial, stylized aesthetic. Simplify the background to focus on the red-themed canopy and drapery, removing any modern or minimalistic elements. Increase saturation and contrast to achieve a bold, cinematic tone while preserving the original layout, character position, camera motion, and scene geometry."}
{"sample_id": "heldout1000_0869", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_16-Scene-618_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_16-o/31_16-Scene-618_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_16-o/31_16-Scene-618_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_16-o/31_16-Scene-618_part1.mp4", "instruction": "Enhance the scene by replacing the plain beige curtains with ornate, patterned drapes featuring intricate golden floral designs on a dark purple background, bordered with rich embroidery. Maintain the existing architectural structure and roof details, but enrich the visual texture with deeper, more saturated colors and a warmer, more dramatic lighting that highlights the golden patterns. Enhance the characters' traditional attire with richer fabrics and more detailed embroidery, while preserving their poses and identities. Add subtle atmospheric depth with soft, diffused lighting that creates gentle shadows and highlights, enhancing the sense of grandeur and period authenticity. Keep the camera motion, shot scale, and scene layout unchanged."}
{"sample_id": "heldout1000_0870", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_12-Scene-792_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_12-o/33_12-Scene-792_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_12-o/33_12-Scene-792_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_12-o/33_12-Scene-792_part1.mp4", "instruction": "Transform the modern casual attire into traditional Chinese-style clothing with flowing white robes featuring intricate purple and silver embroidered patterns along the collar and sleeves. Replace the contemporary hairstyle with a high topknot secured by an ornate hairpin adorned with a green gemstone. Update the background to a dimly lit, atmospheric ancient wooden corridor with lattice windows and weathered stone walls, enhancing the scene with moody, cinematic lighting and a cool color grade. Maintain the character's pose, facial expression, and camera angle while enriching the materials, textures, and overall production design to match a period drama aesthetic."}
{"sample_id": "heldout1000_0871", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_077245", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0344__f50b0506f88514d7242b6fe15f212b40.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0344__f50b0506f88514d7242b6fe15f212b40.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0344__f50b0506f88514d7242b6fe15f212b40_2.mp4", "instruction": "Transform the scene into a dreamlike forest corridor where the road is a ribbon of light and the vehicles are floating orbs of energy."}
{"sample_id": "heldout1000_0872", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_032125", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__illusion__6493140_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__illusion__6493140_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__art__illusion__6493140_cottonbro_studio_1.mp4", "instruction": "Render the entire video in the style of a glowing neon manga panel, with thick black outlines, flat vibrant colors, and dynamic sound-effect text floating in the air."}
{"sample_id": "heldout1000_0873", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_46-Scene-475_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_46-o/33_46-Scene-475_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_46-o/33_46-Scene-475_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_46-o/33_46-Scene-475_part1.mp4", "instruction": "Enhance the scene with rich, period-appropriate architectural details: replace the plain walls and ceiling with ornate carvings and traditional wooden beams, and add a large, intricately carved decorative wheel to the right side of the frame. Introduce dramatic, warm candlelight as the primary light source, casting soft glows and deep shadows to create a moody, historical atmosphere. Upgrade the characters' clothing to elaborate traditional robes with detailed embroidery, flowing sleeves, and ornate headwear; enhance the red robe with golden patterns and add ceremonial accessories. Replace the simple white arch with a large, dark wooden mirror featuring carved dragon motifs. Add depth to the background with a stone wall and a lattice window, and enrich the color palette with deeper, more saturated tones and higher contrast to emphasize the cinematic, fantasy setting. Maintain the original character positions, camera angle, and scene layout."}
{"sample_id": "heldout1000_0874", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_1-Scene-0565_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_1-o/22_1-Scene-0565_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_1-o/22_1-Scene-0565_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_1-o/22_1-Scene-0565_part1.mp4", "instruction": "Enhance the background by replacing the plain, neutral wall with a detailed, weathered metallic panel featuring circular dials and control interfaces, suggesting a futuristic or sci-fi setting. Introduce a subtle, cool-toned ambient light source from the upper left, casting soft highlights on the character's face and clothing, while maintaining the overall dim, moody atmosphere. Adjust the color grading to a desaturated, high-contrast monochrome palette with a slight blue-gray tint, enhancing the cinematic and otherworldly feel. Preserve the character's pose, facial expression, and clothing, but add fine texture details to the fabric to suggest aged, utilitarian material. Keep the camera angle, framing, and motion unchanged."}
{"sample_id": "heldout1000_0875", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_042443", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__music__7329048_koolshooters.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__music__7329048_koolshooters.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__art__music__7329048_koolshooters_2.mp4", "instruction": "Reimagine the scene in a retro-futuristic, 1970s disco aesthetic with velvet textures, mirror balls, and swirling geometric patterns that pulse with the beat of an unseen soundtrack."}
{"sample_id": "heldout1000_0876", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_15-Scene-247_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_15-o/32_15-Scene-247_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_15-o/32_15-Scene-247_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_15-o/32_15-Scene-247_part1.mp4", "instruction": "Transform the modern casual attire into elaborate traditional Hanfu garments: replace the gray and blue t-shirts with a vibrant pink robe with gold trim for the left woman and a white robe with blue floral embroidery for the right woman. Replace the simple flower headband and blue party hat with intricate black updos adorned with ornate hairpins, tassels, and decorative floral ornaments. Enhance the background to a grand palace interior with warm, ambient lighting, wooden pillars, and blurred attendants in traditional robes. Apply rich, cinematic color grading with saturated hues and soft lighting to elevate the atmosphere, while preserving the original camera motion, shot scale, facial expressions, and character positions."}
{"sample_id": "heldout1000_0877", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_41-Scene-432_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_41-o/31_41-Scene-432_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_41-o/31_41-Scene-432_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_41-o/31_41-Scene-432_part1.mp4", "instruction": "Transform the natural outdoor park setting into a fantastical garden with vibrant pink blossoms and ornate greenery. Replace the casual white shirt and light blue collared undershirt with an elaborate period-style robe featuring layered white and light gray fabrics with blue trim, and add a white headband to the long dark hair. Enhance the lighting to be more dramatic and ethereal, with soft highlights and a slightly cool color grade. Add subtle blood droplets on the lower lip and chin to suggest injury, while preserving the character's facial expression and posture. Maintain the same camera angle, shot scale, and relative positioning of characters, ensuring the scene's emotional intimacy is preserved. Introduce rich, textured materials in the clothing and background to elevate the visual production quality."}
{"sample_id": "heldout1000_0878", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_18-Scene-397_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_18-o/24_18-Scene-397_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_18-o/24_18-Scene-397_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_18-o/24_18-Scene-397_part1.mp4", "instruction": "Enhance the scene by adding an ornate golden headpiece with floral and gemstone details to the existing updo hairstyle. Replace the modern casual blue top with a traditional, richly textured period garment featuring intricate patterns and warm tones. Transform the background into a dimly lit, atmospheric interior with soft bokeh lights and deep blue and brown hues, suggesting a palace or ceremonial hall. Upgrade the lighting to create a dramatic, cinematic glow focused on the subject's face, with warm highlights and soft shadows. Enhance the makeup with more defined, elegant eye makeup and a richer, glossy lip color, while preserving the subject's facial expression, pose, and camera framing."}
{"sample_id": "heldout1000_0879", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_63-Scene-191_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_63-o/35_63-Scene-191_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_63-o/35_63-Scene-191_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_63-o/35_63-Scene-191_part1.mp4", "instruction": "Replace the modern casual cap with a traditional red Chinese hat featuring a golden finial and white fur trim. Change the simple black outfit with yellow collar to an elaborate blue robe with intricate silver embroidery and a high collar. Transform the neutral indoor background into a richly detailed historical interior with wooden architecture, traditional lattice windows, and soft ambient lighting. Enhance the lighting to be more dramatic and cinematic, with warm, directional tones and subtle shadows to emphasize the period atmosphere. Maintain the same camera angle, shot scale, and character pose throughout the sequence."}
{"sample_id": "heldout1000_0880", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_42-Scene-548_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_42-o/31_42-Scene-548_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_42-o/31_42-Scene-548_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_42-o/31_42-Scene-548_part1.mp4", "instruction": "Transform the modern living room setting into a traditional Chinese-style interior: replace the brown curtains with sheer white lace drapes adorned with blue tassels, and substitute the plain beige walls with warm wooden paneling. Replace the modern lamp with an ornate, square-shaped traditional lantern with a glowing yellow light. Change the woman's casual blue top and denim shorts into a vibrant pink traditional Chinese dress with layered sleeves, a yellow underskirt, and a decorative belt; style her hair in an elegant updo with braids. Replace the man's green shirt and black pants with a dark, long-sleeved traditional robe with red trim and a matching sash. Replace the green teapot with a larger, glossy green ceramic teapot with a rounded lid, and keep the wooden table and tray. Enhance the lighting to create a warm, golden glow filtering through the windows, and apply rich, saturated color grading to emphasize the period atmosphere. Maintain the same camera angle, character positions, and overall composition."}
{"sample_id": "heldout1000_0881", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_28-Scene-347_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_28-o/31_28-Scene-347_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_28-o/31_28-Scene-347_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_28-o/31_28-Scene-347_part2.mp4", "instruction": "Transform the modern building on the left into a traditional Chinese architectural structure with curved eaves and tiled roofing, matching the style of the existing building on the right. Enhance the background with ornate decorative elements, including intricate wooden carvings and hanging lanterns on the building's facade. Replace the characters' casual attire with elaborate traditional Chinese robes featuring detailed embroidery, layered fabrics, and period-appropriate accessories. Add a soft, atmospheric twilight lighting with a cool color grade to create a cinematic mood. Introduce subtle mist or haze in the air to enhance depth and atmosphere. Preserve the characters' positions, expressions, and actions, as well as the camera angle and shot composition. Ensure the scene retains its original layout and spatial relationships while upgrading the visual fidelity and production design to a high-cost cinematic standard."}
{"sample_id": "heldout1000_0882", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_11-Scene-560_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_11-o/33_11-Scene-560_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_11-o/33_11-Scene-560_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_11-o/33_11-Scene-560_part1.mp4", "instruction": "Transform the modern casual attire into traditional Chinese-style robes: replace the man's gray shirt with a flowing light green robe featuring subtle embroidery, and the woman's white top with a layered blue and white robe with intricate floral patterns. Add ornate headwear: a tall, dark, pointed hat with a decorative finial for the man, and an elaborate black hairpiece with a curved, wing-like ornament for the woman. Replace the modern indoor setting with a traditional Chinese interior: substitute the abstract wall with a wooden lattice screen, add hanging beige curtains on both sides, and maintain the same camera framing and character positions. Enhance the lighting to a soft, diffused, cinematic ambiance with a cool blue tint, and add atmospheric haze to deepen the scene's mood. Preserve the characters' identities, actions, and camera motion while upgrading materials, textures, and visual richness to match a period drama aesthetic."}
{"sample_id": "heldout1000_0883", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_21-Scene-591_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_21-o/24_21-Scene-591_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_21-o/24_21-Scene-591_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_21-o/24_21-Scene-591_part1.mp4", "instruction": "Transform the scene into a dramatic, emotionally charged cinematic moment. Replace the bright, artificial yellow-green object in the hands with a dark, textured fabric or cloth that appears to be stained with a deep red, viscous liquid, resembling blood. Enhance the lighting to be moody and high-contrast, with soft, directional light highlighting the characters' faces and casting deep shadows, creating a somber atmosphere. Alter the characters' appearance: the person on the left should have long, dark, tousled hair with a subtle scar on the cheek, and the person on the right should have dark, intricately braided hair with a decorative hairpin. Maintain the close-up shot composition and the intimate, emotional interaction between the two individuals, preserving the original camera angle and timing. The background should remain blurred but with a cooler, desaturated tone to emphasize the emotional weight of the scene."}
{"sample_id": "heldout1000_0884", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_066045", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__shooting__9156344_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__shooting__9156344_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__sports__shooting__9156344_cottonbro_studio_2.mp4", "instruction": "Apply a cyberpunk-inspired digital glitch effect with chromatic aberration, pixelation bursts, and neon grid overlays, turning the serene scene into a data-streaming dream sequence."}
{"sample_id": "heldout1000_0885", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_018887", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__scenery__scenery__5416247_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__scenery__scenery__5416247_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__scenery__scenery__5416247_cottonbro_studio_1.mp4", "instruction": "Render the entire video in a high-contrast, surreal digital collage style with fragmented textures, layered transparency, and glitch-art overlays to suggest subconscious exploration."}
{"sample_id": "heldout1000_0886", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_24-Scene-448_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_24-o/31_24-Scene-448_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_24-o/31_24-Scene-448_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_24-o/31_24-Scene-448_part1.mp4", "instruction": "Transform the scene from a stylized, abstract representation with vibrant, unnatural colors and simplified forms into a richly detailed, cinematic garden setting. Replace the abstract, glowing green figure with two characters in traditional period attire: a woman in a flowing, pale yellow robe with intricate embroidery and a man in a dark, ornate military-style tunic with gold accents. Add a traditional Chinese-style brick wall with a curved archway in the background, partially obscured by lush green trees and flowering branches. Enhance the foreground with dense, realistic flower arrangements including white lilies, pink azaleas, and yellow blossoms. Introduce natural sunlight filtering through the leaves, creating soft highlights and dappled shadows. Maintain the original camera framing and composition, preserving the spatial layout and character positions. Add atmospheric depth with subtle lens flare and a warm, golden-hour color grade to enhance the cinematic quality."}
{"sample_id": "heldout1000_0887", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_021901", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__5321392_theo__decker.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__5321392_theo__decker.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__3D_gathering__conference__5321392_theo__decker_2.mp4", "instruction": "Reimagine the video in the style of a vintage 1970s film aesthetic with warm color grading, subtle film grain, and a slightly desaturated palette to enhance nostalgic atmosphere."}
{"sample_id": "heldout1000_0888", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_54-Scene-216_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_54-o/33_54-Scene-216_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_54-o/33_54-Scene-216_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_54-o/33_54-Scene-216_part1.mp4", "instruction": "Transform the modern casual attire into elaborate traditional Chinese robes with flowing sleeves and intricate patterns; replace the simple park-like background with a mystical forest setting filled with blooming cherry blossoms and ethereal mist; add ornate headpieces and styled hair for both characters; enhance the lighting to a soft, diffused, cinematic glow with a cool, dreamy color grade; preserve the original camera angle, character positions, and scene composition while upgrading materials and atmosphere to a high-production fantasy aesthetic."}
{"sample_id": "heldout1000_0889", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_37-Scene-534_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_37-o/35_37-Scene-534_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_37-o/35_37-Scene-534_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_37-o/35_37-Scene-534_part1.mp4", "instruction": "Transform the modern indoor setting into a traditional Chinese palace interior by replacing the plain white brick wall with rich red patterned wallpaper and ornate wooden lattice windows. Change the character's casual dark jacket with a white collar into an elaborate dark blue traditional robe with subtle embroidery and a high, structured collar. Replace the natural hair with a shaved head and a long, thick braid tied at the back, consistent with historical Qing dynasty styling. Enhance the lighting to be warm, dramatic, and directional, casting soft shadows and highlighting the character's face and attire. Adjust the color palette to be richer and more saturated, with deep reds, dark blues, and warm golds. Maintain the same camera angle, shot scale, and character pose, preserving the scene's composition and interaction with the other character in the foreground."}
{"sample_id": "heldout1000_0890", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_24-Scene-285_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_24-o/35_24-Scene-285_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_24-o/35_24-Scene-285_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_24-o/35_24-Scene-285_part1.mp4", "instruction": "Replace the blue conical hat with a red traditional woven hat featuring a textured, straw-like surface and a decorative black-and-white trim along the brim. Change the teal garment to a dark gray, high-collared robe with intricate silver embroidery on the shoulders and chest. Transform the plain, neutral background into a lush, out-of-focus green foliage setting, suggesting an outdoor garden or forest. Enhance the lighting to a moody, cinematic tone with deep shadows and soft, diffused highlights, emphasizing the texture of the hat and fabric. Maintain the same facial expression, head position, and camera framing as in the original low-cost version."}
{"sample_id": "heldout1000_0891", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_33-Scene-404_part6", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_33-o/32_33-Scene-404_part6.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_33-o/32_33-Scene-404_part6.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_33-o/32_33-Scene-404_part6.mp4", "instruction": "Transform the modern indoor setting into an ornate, traditional palace interior with wooden lattice windows, richly patterned drapes, and golden decorative elements. Replace the man's casual dark suit with elaborate period attire featuring layered robes with intricate embroidery and a high-collared design. Add a detailed, metallic crown-like headpiece with filigree patterns on his head. Replace the woman's simple hair accessory with a large, ornate golden hairpin and add a matching large circular earring. Enhance the lighting to warm, dramatic tones with soft glows from multiple candle-like light sources in the background. Add atmospheric depth with subtle haze and rich color grading to emphasize the regal, historical ambiance. Keep the characters' positions, expressions, and camera framing unchanged."}
{"sample_id": "heldout1000_0892", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_30-Scene-460_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_30-o/33_30-Scene-460_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_30-o/33_30-Scene-460_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_30-o/33_30-Scene-460_part1.mp4", "instruction": "Transform the modern indoor setting into a traditional East Asian interior: replace the contemporary sofa and abstract wall art with dark wooden furniture and lattice windows. Change the character's modern hairstyle into an elaborate traditional updo with ornate hairpins. Replace the casual white long-sleeve top with a turquoise traditional robe featuring intricate embroidery and layered sleeves. Substitute the coffee mug and small yellow flower with a traditional tea set and incense burner. Enhance the lighting to be soft and diffused, evoking a serene, historical atmosphere. Maintain the character's pose, camera angle, and foreground foliage in the same position."}
{"sample_id": "heldout1000_0893", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_07-Scene-385_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_07-o/31_07-Scene-385_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_07-o/31_07-Scene-385_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_07-o/31_07-Scene-385_part1.mp4", "instruction": "Enhance the scene with a rich, fantastical aesthetic: replace the simple outdoor background with a vibrant, golden-hued palace garden featuring ornate yellow architecture and glowing lanterns. Transform the character's hairstyle by adding an elaborate, leaf-shaped crown-like headpiece with intricate detailing. Upgrade the clothing to a luxurious, layered traditional outfit with deep purple accents and detailed embroidery, while preserving the overall silhouette and structure. Introduce dramatic, cinematic lighting with soft highlights and deep shadows to emphasize the character's facial features and costume textures, enhancing the atmosphere with a magical, ethereal glow. Maintain the original camera angle, framing, and character positioning throughout the sequence."}
{"sample_id": "heldout1000_0894", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_08-Scene-120_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_08-o/31_08-Scene-120_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_08-o/31_08-Scene-120_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_08-o/31_08-Scene-120_part2.mp4", "instruction": "Transform the modern office-like setting into an ornate traditional Chinese architectural environment with dark blue wooden walls, golden decorative patterns, and a prominent black sign with golden Chinese characters '天壇閣' above the entrance. Replace the casual white clothing of the characters with elaborate traditional robes: the left character wears a rich purple robe with intricate silver embroidery and a tall, ornate white headdress, while the right character wears a white robe with purple accents and a matching black headdress with white tassels. Replace the modern lighting fixtures with traditional Chinese lanterns with golden frames and red paper. Enhance the atmosphere with warm, cinematic lighting and rich color grading, emphasizing deep blues, golds, and purples. Maintain the characters' positions, expressions, and camera framing, preserving the original shot scale and timing."}
{"sample_id": "heldout1000_0895", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__9-Scene-1303_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/9-o/9-Scene-1303_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/9-o/9-Scene-1303_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/9-o/9-Scene-1303_part1.mp4", "instruction": "Transform the urban park setting into a snowy, mountainous landscape with icy peaks and frost-covered trees in the background. Enhance the characters' clothing with intricate, fantasy-inspired patterns and textures, preserving their original shapes and draping but adding detailed embroidery, metallic accents, and layered fabrics. Upgrade the lighting to a cold, diffused, cinematic glow with high contrast and atmospheric haze, emphasizing the wintry environment. Add subtle snowfall and a blue-gray color grade to the entire scene to enhance the cold, epic atmosphere. Maintain the characters' identities, poses, and camera motion while enriching their appearances with fantastical elements such as glowing hair strands, ornate jewelry, and stylized facial features. Preserve the original shot scale and composition."}
{"sample_id": "heldout1000_0896", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_034810", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__art__musical__7640724_yan_krukau.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__art__musical__7640724_yan_krukau.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__art__musical__7640724_yan_krukau_1.mp4", "instruction": "Render the entire video in a sleek, cyberpunk digital interface style with translucent UI overlays, floating data streams, and neon-blue circuit-like lighting."}
{"sample_id": "heldout1000_0897", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_053073", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__shooting__8091710_yaroslav_shuraev.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__shooting__8091710_yaroslav_shuraev.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__shooting__8091710_yaroslav_shuraev_2.mp4", "instruction": "Make it exude the vibe of a futuristic cyberpunk woman with glowing red accents, wearing a sleek black outfit and helmet, reminiscent of a high-tech warrior from a sci-fi universe."}
{"sample_id": "heldout1000_0898", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_6-Scene-1980_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_6-o/26_6-Scene-1980_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_6-o/26_6-Scene-1980_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_6-o/26_6-Scene-1980_part1.mp4", "instruction": "Transform the casual office meeting into a formal, high-stakes command center. Replace the neutral, modern background with a dark, wood-paneled conference room featuring framed black-and-white portraits, a U.S. flag, and a vintage-style desk lamp. Upgrade the characters' attire: replace button-down shirts and blazers with formal suits and ties, and add military uniforms with medals to the left side of the table. Enhance the lighting to be dramatic and directional, with deep shadows and focused spotlights, creating a serious, cinematic atmosphere. Replace the simple modern table with a polished wooden conference table, and add military-style helmets on the wall behind the characters. Introduce a glass of water and a military cap on the table as props. Adjust the color grading to be cooler, darker, and more contrasted, emphasizing the gravity of the scene. Keep the same camera angle, character positions, and overall composition."}
{"sample_id": "heldout1000_0899", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_1-Scene-0778_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_1-o/26_1-Scene-0778_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_1-o/26_1-Scene-0778_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_1-o/26_1-Scene-0778_part1.mp4", "instruction": "Enhance the scene to a cinematic, realistic style by adding dense, natural-looking ivy and foliage covering the stone wall and surrounding the figure, with detailed leaf textures and realistic lighting. Replace the flat, glowing yellow leaves in the foreground with lush, varied green shrubbery. Upgrade the figure's appearance: add a detailed beard, realistic facial features, and a layered, weathered denim shirt over a dark undershirt, with visible fabric texture and natural folds. Introduce a rugged, dark belt with a metallic buckle. Adjust lighting to soft, diffused daylight with subtle shadows and natural color grading, enhancing depth and realism. Maintain the figure's pose, camera angle, and overall composition while enriching materials, atmosphere, and background detail to create a grounded, immersive outdoor setting."}
{"sample_id": "heldout1000_0900", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_07-Scene-437_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_07-o/33_07-Scene-437_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_07-o/33_07-Scene-437_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_07-o/33_07-Scene-437_part2.mp4", "instruction": "Enhance the scene by replacing the plain wooden door with an ornate traditional Chinese-style door featuring intricate lattice patterns and decorative carvings. Add a large, golden Chinese calligraphy signboard above the door with black background and gold trim, reading '藏寶閣'. Transform the character's attire from a simple light-colored garment to a richly detailed blue robe with flowing sleeves and white cloud patterns. Enhance the architectural details around the door with elaborate woodwork and traditional motifs. Improve lighting to create a warm, atmospheric glow with rich red and golden tones, and add depth to the materials to emphasize texture and craftsmanship. Maintain the same camera angle, character position, and door opening motion."}
{"sample_id": "heldout1000_0901", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_43-Scene-157_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_43-o/31_43-Scene-157_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_43-o/31_43-Scene-157_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_43-o/31_43-Scene-157_part1.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style by replacing the simple yellow floral hair accessories with elaborate, ornate hair ornaments featuring intricate metalwork, dangling beads, and delicate pink flowers. Transform the plain background into a richly detailed traditional interior with wooden architecture, warm ambient lighting, and soft bokeh from lanterns. Upgrade the lighting to a dramatic, moody tone with soft highlights on the face and deep shadows, enhancing the atmosphere. Add subtle color grading with a cool blue and warm amber contrast to emphasize the period setting. Maintain the character's facial expression, pose, and camera framing while enriching the costume with visible floral patterns and refined textures. Preserve the original shot scale and timing, ensuring the transformation aligns with the visible elements in the low-cost version."}
{"sample_id": "heldout1000_0902", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_073626", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0287__c8a36b8fdf145a68f4365bb99bba69aa.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0287__c8a36b8fdf145a68f4365bb99bba69aa.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__0287__c8a36b8fdf145a68f4365bb99bba69aa_1.mp4", "instruction": "Style the aerial landscape as a surreal, kaleidoscopic dream sequence with mirrored symmetry, swirling colors, and fractal patterns in the trees and road."}
{"sample_id": "heldout1000_0903", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_55-Scene-033_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_55-o/35_55-Scene-033_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_55-o/35_55-Scene-033_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_55-o/35_55-Scene-033_part2.mp4", "instruction": "Transform the modern casual attire of the characters into elaborate historical costumes: replace the white dress and conical hat with a richly detailed maroon and black traditional robe with a red-topped hat, and update the gray tunic with a long, earth-toned robe with a sash. Add period-specific accessories such as a sword at the hip and ornate belts. Replace the artificial, stylized forest background with a natural, sun-dappled forest setting featuring realistic trees, foliage, and soft natural lighting. Enhance the lighting to create a cinematic, diffused daylight effect with visible shadows and highlights. Update the character's hairstyles to traditional styles with braids and topknots, and refine facial features to match historical aesthetics. Maintain the same character positions, camera angle, and shot composition."}
{"sample_id": "heldout1000_0904", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_032213", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__shooting__7289095_cottonbro_studio.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__shooting__7289095_cottonbro_studio.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__sports__shooting__7289095_cottonbro_studio_1.mp4", "instruction": "Render the video in a dreamlike, liquid mercury aesthetic, where the fabric becomes molten silver that flows like water around the face, distorting reflections and creating a surreal, hypnotic shimmer effect."}
{"sample_id": "heldout1000_0905", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_044560", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__cleaning__7551093_shvets_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__cleaning__7551093_shvets_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__cleaning__7551093_shvets_production_2.mp4", "instruction": "Let it be like a girl dressed in a photorealistic, gothic-inspired outfit featuring a long, flowing black dress with intricate lace detailing, paired with a matching headpiece adorned with dark floral elements."}
{"sample_id": "heldout1000_0906", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_05-Scene-152_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_05-o/31_05-Scene-152_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_05-o/31_05-Scene-152_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_05-o/31_05-Scene-152_part1.mp4", "instruction": "Transform the scene into a richly stylized fantasy setting. Replace the simple outdoor background with an ornate, painted backdrop featuring swirling golden patterns and a large red sun. Upgrade the characters' casual attire to elaborate period costumes: the man wears a lavender tunic with intricate geometric patterns on the sleeves and collar, and the woman wears a matching lavender and white robe with a purple sash and braided hair. Replace their casual headwear with ornate silver headpieces adorned with feathers and gemstones. Introduce a glowing golden chalice between them, emitting a soft light, and add a decorative white beaded necklace on the woman. Enhance the lighting to be dramatic and warm, with strong highlights and deep shadows, emphasizing the textures and materials of the costumes and props. Maintain the original camera angle, character positions, and facial expressions."}
{"sample_id": "heldout1000_0907", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__14-Scene-1246_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/14-o/14-Scene-1246_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/14-o/14-Scene-1246_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/14-o/14-Scene-1246_part1.mp4", "instruction": "Transform the scene from a modern, colorful, and artificial setting to a gritty, natural, and period-appropriate environment. Replace the vibrant, multi-colored vehicle with weathered stone and rough terrain, suggesting an ancient or fantasy landscape. Change the character's casual hoodie into a layered, earth-toned, medieval-style cloak and tunic made of coarse fabric, with visible stitching and a metal clasp. Adjust the lighting to be dim, overcast, and natural, with soft shadows and a desaturated color palette to enhance the somber, atmospheric mood. Maintain the character's posture, facial expression, and camera angle, preserving the original shot scale and composition. Add subtle atmospheric details such as dust, slight fog, and natural textures on the ground and clothing to enhance realism and immersion."}
{"sample_id": "heldout1000_0908", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_35-Scene-019_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_35-o/35_35-Scene-019_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_35-o/35_35-Scene-019_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_35-o/35_35-Scene-019_part1.mp4", "instruction": "Replace the modern casual cap with a traditional red Chinese-style hat featuring a decorative finial. Change the simple black jacket into an elaborate brown traditional robe with intricate circular patterns and layered sleeves. Transform the neutral household background into a richly decorated interior with wooden paneling, ornate shelves, hanging scrolls, and ceremonial statues. Enhance the lighting to warm, dramatic tones with soft backlighting and ambient glow from lanterns or candles. Add subtle atmospheric haze to deepen the scene's depth and mood. Keep the same camera angle, character positions, and overall composition."}
{"sample_id": "heldout1000_0909", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_18-Scene-172_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_18-o/32_18-Scene-172_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_18-o/32_18-Scene-172_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_18-o/32_18-Scene-172_part1.mp4", "instruction": "Transform the modern interior setting into a traditional East Asian palace interior with wooden lattice windows and ornate floral arrangements. Replace the man's casual blue shirt with an elaborate period costume featuring layered purple and green robes with intricate silver embroidery. Replace the simple headpiece with an ornate black hairdo adorned with detailed floral and metallic hair ornaments. Enhance the lighting to create a dramatic, soft, cinematic atmosphere with warm, diffused light emphasizing the textures of the fabric and hair accessories. Maintain the same facial expression, head position, and camera framing while upgrading the visual style to match a historical drama aesthetic."}
{"sample_id": "heldout1000_0910", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__29_32-Scene-559_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/29_32-o/29_32-Scene-559_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/29_32-o/29_32-Scene-559_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/29_32-o/29_32-Scene-559_part2.mp4", "instruction": "Transform the scene from a muted, stylized nighttime setting to a vibrant, natural daylight garden with traditional East Asian architecture. Replace the character's simple blue dress with an elaborate, layered traditional robe in soft pastel tones with flowing sleeves. Upgrade the simple wooden bridge to a detailed, curved wooden arched bridge with ornate railings spanning a small stream. Replace the minimalist background with traditional-style buildings featuring tiled roofs, wooden beams, and paper lanterns. Add natural landscape elements including lush green grass, carefully arranged rocks, potted plants, and stone benches. Enhance the lighting to bright, natural daylight with soft shadows, and enrich the color palette with vivid greens, earthy browns, and soft blues. Maintain the character's position, posture, and movement, as well as the camera angle and framing."}
{"sample_id": "heldout1000_0911", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_8-Scene-1494_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_8-o/22_8-Scene-1494_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_8-o/22_8-Scene-1494_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_8-o/22_8-Scene-1494_part1.mp4", "instruction": "Enhance the scene with dramatic, high-contrast cinematic lighting by reducing overall brightness and increasing shadow depth, creating a silhouette effect that emphasizes the subject's profile. Introduce a cool, desaturated color grade to evoke a moody, atmospheric tone. Maintain the subject's position and expression, but deepen the darkness of the background and clothing to enhance the sense of isolation and tension. Preserve the visible medical equipment in the background as a subtle narrative element, and retain the horizontal light source above as a key visual anchor, now rendered as a stark, glowing line against the darkened environment. The subject's plaid garment should appear more textured and shadowed, contributing to the overall somber aesthetic. Keep the camera angle, framing, and motion unchanged."}
{"sample_id": "heldout1000_0912", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_15-Scene-445_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_15-o/35_15-Scene-445_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_15-o/35_15-Scene-445_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_15-o/35_15-Scene-445_part1.mp4", "instruction": "Transform the modern casual attire of the characters into elaborate traditional Chinese garments with intricate embroidery, flowing sleeves, and rich fabrics such as silk and brocade. Replace the contemporary indoor setting with an ornate historical interior featuring wooden lattice doors, traditional Chinese furniture, and patterned silk drapes. Add traditional accessories including hair ornaments, jade jewelry, and decorative headpieces. Introduce period-appropriate props such as tea sets, calligraphy brushes, and ornamental screens. Enhance the lighting to create dramatic, warm, and stylized illumination with soft shadows and highlights, emphasizing the textures and materials. Replace the simple wooden floor with an intricate floral-patterned carpet. Maintain the original composition, character positions, and camera framing while upgrading the visual style to a cinematic, period-drama aesthetic."}
{"sample_id": "heldout1000_0913", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__12-Scene-1559_part6", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/12-o/12-Scene-1559_part6.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/12-o/12-Scene-1559_part6.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/12-o/12-Scene-1559_part6.mp4", "instruction": "Enhance the scene with a cinematic, dramatic atmosphere. Add a large screen in the background on the right wall displaying a news broadcast with visible text overlays including 'LIVE', 'COL. JAMES', and 'Rumors Soar'. Introduce subtle, moody lighting with warm spotlights from above to create depth and contrast. Enhance the color grading to a desaturated, high-contrast look with cool tones, emphasizing shadows and highlights. Keep the characters' positions, actions, and clothing unchanged, but add a slight haze or atmospheric fog to deepen the scene's mood. Ensure the background remains consistent with the original office setting but now features the new screen and lighting effects."}
{"sample_id": "heldout1000_0914", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_6-Scene-1795_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_6-o/22_6-Scene-1795_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_6-o/22_6-Scene-1795_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_6-o/22_6-Scene-1795_part1.mp4", "instruction": "Transform the character's skin to a pale, cracked, and scarred appearance with visible wounds and a decaying texture, preserving the bald head and facial structure. Enhance the futuristic neck device with intricate metallic details, glowing red accents, and visible mechanical components. Replace the plain hoodie with a dark, textured, high-collared garment that appears worn and industrial. Adjust the lighting to a dark, moody, and high-contrast tone with deep shadows and a cool color grade, emphasizing the character's eerie presence. Maintain the same camera angle, framing, and background geometry, but add a subtle atmospheric haze to deepen the cinematic mood. Keep the character's expression, posture, and interaction with the foreground figure unchanged."}
{"sample_id": "heldout1000_0915", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_47-Scene-640_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_47-o/38_47-Scene-640_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_47-o/38_47-Scene-640_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_47-o/38_47-Scene-640_part2.mp4", "instruction": "Transform the modern casual attire into a traditional, period-style outfit: replace the denim jacket with a soft pink, layered robe with subtle embroidery, and add a white inner garment. Style the hair into an elaborate updo with two long braids, secured with delicate floral hairpins. Add small, elegant earrings. Replace the simple park background with a dense, atmospheric bamboo forest, enhancing depth with soft focus and natural dappled lighting. Adjust the lighting to be more dramatic and cinematic, with warm, diffused tones and subtle shadows to emphasize texture and mood. Maintain the character's pose, facial expression, and camera framing while enhancing the overall visual richness and period authenticity."}
{"sample_id": "heldout1000_0916", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_053972", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__publicspeaking__8136210_antoni_shkraba_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__publicspeaking__8136210_antoni_shkraba_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__social__publicspeaking__8136210_antoni_shkraba_production_2.mp4", "instruction": "Reimagine the scene in a surreal, abstract expressionist style with swirling colors, fragmented facial features, and a background that pulses like a heartbeat in sync with the speaker’s voice."}
{"sample_id": "heldout1000_0917", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_27-Scene-101_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_27-o/38_27-Scene-101_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_27-o/38_27-Scene-101_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_27-o/38_27-Scene-101_part1.mp4", "instruction": "Transform the scene into a dark, atmospheric, cinematic environment by replacing the bright, wavy striped background with a textured, dimly lit stone or wooden wall. Replace the glowing, abstract foreground elements with flickering candles arranged in a scattered pattern on the ground, casting warm, soft light. Dim the overall brightness and reduce contrast to create a moody, low-light ambiance. Enhance the ground with rough, uneven textures resembling dirt or stone. Add subtle atmospheric haze or dust particles to deepen the mood. Keep the figure in the lower right corner, but render them in shadowy, dark clothing with minimal visible detail, enhancing the mysterious tone. Preserve the camera angle and framing, and maintain the figure's posture and position. Introduce a faint, warm glow from the candles as the primary light source, creating soft, elongated shadows that contribute to the dramatic, intimate atmosphere."}
{"sample_id": "heldout1000_0918", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_22-Scene-420_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_22-o/24_22-Scene-420_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_22-o/24_22-Scene-420_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_22-o/24_22-Scene-420_part3.mp4", "instruction": "Transform the modern, casual appearance of the man into a historical royal figure by replacing his contemporary clothing with an ornate, traditional robe featuring intricate golden embroidery and rich, deep-colored fabric. Style his hair into a formal, period-appropriate updo with a small decorative hairpiece at the crown. Replace the blurred, modern green background with a softly lit, warm-toned interior of a traditional palace or hall, featuring wooden lattice panels and ambient, diffused lighting that enhances the regal atmosphere. Enhance the overall color grading to a warmer, more cinematic tone with richer contrast and depth, while preserving the subject's facial expression, head position, and camera framing."}
{"sample_id": "heldout1000_0919", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_29-Scene-053_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_29-o/31_29-Scene-053_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_29-o/31_29-Scene-053_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_29-o/31_29-Scene-053_part4.mp4", "instruction": "Transform the modern casual setting into a richly decorated historical or fantasy chamber. Replace the plain white and gray curtains with ornate, deep purple patterned drapes featuring intricate floral designs and heavy tassels hanging from the top. Change the man's green sweater and blue sleeves into a traditional white robe with a high collar and tied hair in a topknot. Change the woman's yellow and blue modern top into an elaborate orange and red traditional dress with gold embroidery, long sleeves, and a matching hairpiece. Replace the simple bedding with luxurious, patterned bedding in warm tones. Add decorative elements to the background to suggest a grand, period setting, such as carved woodwork or ornate wall panels. Enhance the lighting to create a warm, dramatic atmosphere with rich color grading, emphasizing purples and golds. Maintain the same camera angle, shot scale, and character positions, preserving the interaction and timing of the scene."}
{"sample_id": "heldout1000_0920", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_10-Scene-110_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_10-o/35_10-Scene-110_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_10-o/35_10-Scene-110_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_10-o/35_10-Scene-110_part1.mp4", "instruction": "Transform the modern casual attire into traditional ornate clothing: replace the simple white blouse with a detailed, layered traditional robe featuring intricate blue floral embroidery and rich satin fabric. Enhance the hairstyle with elaborate period-appropriate hair accessories, including a red ribbon, blue floral ornament, and decorative hairpins. Replace the contemporary bedroom background with a traditional indoor setting, such as a palace hall or noble residence, featuring patterned rugs and classical architecture. Upgrade the lighting to a dramatic, stylized cinematic quality with strong directional light casting deep shadows and highlighting textures, while preserving the subject's pose, camera angle, and overall composition."}
{"sample_id": "heldout1000_0921", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_34-Scene-064_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_34-o/35_34-Scene-064_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_34-o/35_34-Scene-064_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_34-o/35_34-Scene-064_part1.mp4", "instruction": "Enhance the lantern light by increasing its brightness and saturation to create a warm, glowing effect, making it stand out as a key light source in the scene. Amplify the intricate decorative patterns on the lantern and surrounding architecture, adding ornate carvings and detailed lattice work to emphasize a rich, period-style design. Shift the color palette to vibrant, stylized tones—intensify the reds and greens to create a visually striking, fantastical atmosphere. Introduce subtle glowing effects on the lantern and reflective surfaces on the stone base and railings to enhance the magical ambiance. Add deeper, more dramatic shadows and enhanced surface textures to the stone, wood, and foliage to increase visual depth and realism within a stylized context. Maintain consistent, cinematic lighting with soft highlights and deep shadows to create a moody, immersive environment. Preserve the architectural complexity, including the detailed columns and railings, to emphasize grandeur and decorative richness. Introduce period-appropriate elements such as traditional hanging lanterns and ornamental planters to enrich the setting. Enhance the overall atmosphere by elevating the mood from ordinary to dramatic and immersive, while keeping the scene layout, character positions, camera motion, and timing unchanged."}
{"sample_id": "heldout1000_0922", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_038468", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__procession__8003600_pavel_danilyuk.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__procession__8003600_pavel_danilyuk.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__3D_gathering__procession__8003600_pavel_danilyuk_2.mp4", "instruction": "Transform the entire video into a vintage 1950s scientific documentary aesthetic with grainy film texture, sepia tint, and on-screen captions in classic typewriter font."}
{"sample_id": "heldout1000_0923", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__4-Scene-0953_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/4-o/4-Scene-0953_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/4-o/4-Scene-0953_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/4-o/4-Scene-0953_part1.mp4", "instruction": "Enhance the scene with a cinematic atmosphere by applying a desaturated, moody color grade with a cool, muted tone. Add subtle atmospheric particles or dust motes floating in the air to create depth and a sense of stillness. Introduce a soft, diffused backlight that casts gentle shadows, enhancing the silhouette and adding drama to the lighting. Maintain the same composition, posture, and camera angle, but enrich the visual texture of the clothing and wall surface to appear more detailed and tactile. Preserve the subject’s identity and expression while elevating the overall mood to a contemplative, filmic quality."}
{"sample_id": "heldout1000_0924", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_01-Scene-057_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_01-o/39_01-Scene-057_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_01-o/39_01-Scene-057_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_01-o/39_01-Scene-057_part1.mp4", "instruction": "Replace the plain, neutral indoor background with an ornate, richly patterned golden and red tapestry, suggesting a regal or historical setting. Enhance the clothing by adding a deep blue, high-collared garment with subtle sheen, visible at the neckline, while preserving the existing teal outer layer. Introduce a delicate golden hairpiece with dangling chains on the right side of the head, anchoring it to the visible hairline. Adjust the lighting to be more dramatic and warm, with soft highlights on the face and background, creating depth and atmosphere. Enhance the makeup with richer, more defined eye shadow and deeper red lipstick, while maintaining the natural skin tone. Keep the subject's pose, facial expression, camera angle, and shot scale unchanged."}
{"sample_id": "heldout1000_0925", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_058019", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__ballet__8462507_mart__production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__ballet__8462507_mart__production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__art__ballet__8462507_mart__production_2.mp4", "instruction": "Reimagine the scene in a surreal, stop-motion claymation style with exaggerated proportions, wobbly textures, and subtle imperfections that give the dancer a tactile, handmade quality."}
{"sample_id": "heldout1000_0926", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_059244", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__audience__8513960_big_bag_films.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__audience__8513960_big_bag_films.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__3D_gathering__audience__8513960_big_bag_films_2.mp4", "instruction": "Transform the scene into a high-speed, digital VHS glitch aesthetic with tracking lines, chromatic aberration, and analog noise that intensifies with each beat."}
{"sample_id": "heldout1000_0927", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_29-Scene-276_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_29-o/32_29-Scene-276_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_29-o/32_29-Scene-276_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_29-o/32_29-Scene-276_part1.mp4", "instruction": "Enhance the traditional attire by adding rich, ornate details: replace the simple hair accessories with an elaborate, metallic headdress featuring intricate filigree and gemstone accents. Upgrade the earrings to larger, more luxurious pearl and silver drop earrings. Add a deep blue, embroidered collar and shoulder embellishments to the white garment, with visible gold thread patterns. Maintain the same facial expression, head position, and camera framing. Enhance the lighting to create a more dramatic, cinematic atmosphere with deeper shadows and richer color grading, while preserving the background architecture and overall scene composition."}
{"sample_id": "heldout1000_0928", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_074092", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0294__ccc934eded169ec4f43555589e5eb956.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0294__ccc934eded169ec4f43555589e5eb956.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0294__ccc934eded169ec4f43555589e5eb956_1.mp4", "instruction": "Style the video in a vibrant fashion editorial look with high-contrast lighting, dramatic shadows, and a soft bokeh effect that turns the background into a surreal dreamlike blur."}
{"sample_id": "heldout1000_0929", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_028046", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0157__67e8c228e83d7753e24848e970ace3b3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0157__67e8c228e83d7753e24848e970ace3b3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0157__67e8c228e83d7753e24848e970ace3b3_2.mp4", "instruction": "Render the video in a digital dreamcore aesthetic, with floating elements, warped perspective, and surreal color shifts—like the mountains ripple like liquid when she blinks."}
{"sample_id": "heldout1000_0930", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_22-Scene-444_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_22-o/34_22-Scene-444_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_22-o/34_22-Scene-444_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_22-o/34_22-Scene-444_part1.mp4", "instruction": "Transform the modern, minimalistic bedroom into a richly decorated, fantastical chamber. Replace the simple bed with an ornate, carved bed frame featuring intricate teal and gold detailing. Cover the bed with luxurious red and gold patterned bedding, including a heavy, embroidered duvet and matching pillows. Change the plain white walls into elaborate teal arches with glowing, decorative patterns and red drapery hanging from the ceiling. Replace the standard indoor lighting with warm, flickering candlelight placed on ornate tables and sconces throughout the room. Add a decorative table with candles in the background. Update the characters' clothing: the person in the green hoodie now wears a dark green, traditional robe with gold trim; the person in the blue shirt wears a gray, period-style tunic; the person in bed wears a white, flowing traditional garment. Enhance the atmosphere with soft, ambient light and a mystical glow emanating from the architectural details. Maintain the same camera angle, character positions, and actions, preserving the scene's layout and timing."}
{"sample_id": "heldout1000_0931", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_24-Scene-155_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_24-o/32_24-Scene-155_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_24-o/32_24-Scene-155_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_24-o/32_24-Scene-155_part1.mp4", "instruction": "Transform the scene from a modern, casual indoor setting to a grand, ornate palace interior with golden, intricately carved architectural details and warm, dramatic lighting. Replace the character's modern blue blouse with an elegant, flowing white traditional robe featuring delicate silver embroidery along the collar and sleeves. Upgrade the simple hairband to an elaborate black headdress adorned with silver filigree and gemstones, and enhance the earrings to match the regal style. Apply dramatic, cinematic makeup with defined eyes and a subtle, sophisticated lip color. Adjust the lighting to be rich and golden, casting soft highlights and deep shadows to emphasize the luxurious atmosphere. Keep the same camera angle, character positioning, and motion, preserving the scene's composition and timing."}
{"sample_id": "heldout1000_0932", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__15-Scene-0283_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/15-o/15-Scene-0283_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/15-o/15-Scene-0283_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/15-o/15-Scene-0283_part1.mp4", "instruction": "Enhance the scene with period-appropriate cinematic styling: replace the modern scarf with a textured, patterned cravat and a heavy woolen shawl draped over the shoulders, maintaining the same pose and facial expression. Adjust the lighting to a moody, low-key ambiance with soft directional light from the left, casting subtle shadows to emphasize facial contours and create depth. Apply a desaturated, sepia-toned color grade to evoke a historical atmosphere. Enhance the background texture to appear aged and weathered, consistent with an old interior wall. Preserve the character's curly hair and the overall composition, including the framing and camera angle, while adding subtle atmospheric haze to deepen the scene's mood."}
{"sample_id": "heldout1000_0933", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_006763", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__animals__behavior__26604348_bandeep_riat.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__animals__behavior__26604348_bandeep_riat.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__animals__behavior__26604348_bandeep_riat_1.mp4", "instruction": "Transform the video into a cyberpunk urban vignette with neon reflections, rain-slicked floors, and glowing data streams floating above the platform, turning the man into a lone hacker in a digital world."}
{"sample_id": "heldout1000_0934", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_35-Scene-224_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_35-o/31_35-Scene-224_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_35-o/31_35-Scene-224_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_35-o/31_35-Scene-224_part1.mp4", "instruction": "Transform the modern interior into an ornate traditional Chinese-style setting by replacing the plain walls and green curtains with intricate lattice patterns and heavy silk drapery. Replace the modern furniture with traditional Chinese wooden furniture, including a low table and chairs with carved details. Change the characters' casual modern clothing into elaborate traditional Chinese garments with flowing sleeves, layered fabrics, and period-appropriate accessories. Replace the potted plant with a larger, more ornate ceramic pot and add decorative tassels and hanging lanterns. Enhance the lighting to create a warm, atmospheric glow with soft shadows, and add subtle visual effects to evoke a mystical or dramatic ambiance. Maintain the original camera motion, character positions, and scene layout while upgrading the materials, textures, and overall production design to a cinematic, period-authentic style."}
{"sample_id": "heldout1000_0935", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_056218", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__photography__8322041_tima_miroshnichenko.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__photography__8322041_tima_miroshnichenko.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__hobby__photography__8322041_tima_miroshnichenko_1.mp4", "instruction": "Apply a surreal, hyper-dreamlike style with melting textures, inverted gravity, and time-lapse effects where the clock hands move backward in slow motion."}
{"sample_id": "heldout1000_0936", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_28-Scene-330_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_28-o/34_28-Scene-330_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_28-o/34_28-Scene-330_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_28-o/34_28-Scene-330_part1.mp4", "instruction": "Transform the modern urban setting into a grand, ancient East Asian palace interior with ornate wooden architecture, tall pillars, and intricate lattice windows. Replace the contemporary buildings in the background with traditional stone and wood structures featuring curved roofs and decorative carvings. Upgrade the characters' clothing: change the white robe to a dark, layered traditional scholar's robe with intricate embroidery, and update the green uniforms to detailed historical military or ceremonial attire with metallic accents. Enhance the props: replace the modern desk items with antique inkstones, brushes, and scrolls, and add glowing lanterns with ornate metalwork. Introduce atmospheric lighting with soft, directional beams from above, casting dramatic shadows, and add subtle ethereal particles in the air. Apply a rich, cinematic color grade with deep blues, warm amber highlights, and muted earth tones. Preserve the original camera motion, character positions, and scene layout while adding period-appropriate details to the environment and costumes."}
{"sample_id": "heldout1000_0937", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_023924", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__park__6181510_kampus_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__sports__park__6181510_kampus_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__sports__park__6181510_kampus_production_1.mp4", "instruction": "Recreate the video in a soft-focus, vintage Polaroid film aesthetic with faded colors, slight vignetting, and a subtle grain overlay, giving the moment a nostalgic, memory-like quality."}
{"sample_id": "heldout1000_0938", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_23-Scene-320_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_23-o/35_23-Scene-320_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_23-o/35_23-Scene-320_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_23-o/35_23-Scene-320_part2.mp4", "instruction": "Transform the scene into a cinematic, atmospheric rain-soaked environment. Replace the clear, modern urban background with a foggy, traditional-style architectural setting featuring tiled roofs and dim ambient lighting. Enhance the lighting to be moody and dramatic, with soft backlighting and rain reflections. Add heavy, continuous rainfall across the entire scene, with visible rain streaks and wet surfaces. Upgrade the clothing to appear more period-appropriate and formal, with dark, textured fabrics and subtle metallic accents on uniforms. Introduce a hazy, misty atmosphere with reduced visibility and a cool color grade to emphasize the somber mood. Maintain the original composition, character positions, and camera motion while enhancing materials and lighting to create a rich, immersive, high-production-value scene."}
{"sample_id": "heldout1000_0939", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_022886", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0143__5f1a82fa14340ff34093ca436649831c.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0143__5f1a82fa14340ff34093ca436649831c.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0143__5f1a82fa14340ff34093ca436649831c_2.mp4", "instruction": "Render the scene in a surreal, floating island aesthetic where the water is a mirror, the forest is a floating forest, and the road is a bridge between dimensions."}
{"sample_id": "heldout1000_0940", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_003180", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__choreography__10507971_ron_lach.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__choreography__10507971_ron_lach.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_style1__art__choreography__10507971_ron_lach_2.mp4", "instruction": "Apply an overgrown effect, as if nature is reclaiming everything. Cover all surfaces with patches of lush moss and intricate networks of fine vines. Tiny wildflowers and small mushrooms sprout from crevices. The air seems humid, with dappled light filtering through an unseen canopy."}
{"sample_id": "heldout1000_0941", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_009775", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0077__3251a78ada0926e8ddb0c666995adb5d.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0077__3251a78ada0926e8ddb0c666995adb5d.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0077__3251a78ada0926e8ddb0c666995adb5d_2.mp4", "instruction": "Transform the scene into a futuristic drone surveillance feed with grid overlays, thermal imaging, and real-time data pulses across the complex."}
{"sample_id": "heldout1000_0942", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_39-Scene-393_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_39-o/34_39-Scene-393_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_39-o/34_39-Scene-393_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_39-o/34_39-Scene-393_part1.mp4", "instruction": "Transform the modern casual attire into elaborate traditional period costumes with flowing robes, intricate patterns, and ornate headpieces. Replace the urban park setting with a lush, natural bamboo forest path, enhancing the background with dense greenery and natural earth tones. Substitute the modern vehicle and bicycle with a historically accurate horse-drawn carriage and a horse, integrating them into the scene with realistic textures and lighting. Adjust the lighting to a soft, diffused natural daylight with a cinematic color grade that emphasizes earthy and muted tones, creating a serene, period-appropriate atmosphere. Add subtle atmospheric effects such as soft haze and natural shadows to enhance depth and realism. Preserve the original character positions, actions, camera motion, and shot scale while upgrading materials, textures, and visual fidelity to match a high-production cinematic style."}
{"sample_id": "heldout1000_0943", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_25-Scene-327_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_25-o/32_25-Scene-327_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_25-o/32_25-Scene-327_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_25-o/32_25-Scene-327_part1.mp4", "instruction": "Enhance the scene by replacing the plain black sign above the entrance with an ornate, carved wooden sign featuring traditional Chinese characters. Update the person's clothing from a simple blue top to a richly detailed red traditional robe with intricate patterns and a matching sash. Introduce subtle atmospheric enhancements: warm, diffused lighting that highlights the wooden textures of the building and creates a soft glow around the entrance, while maintaining natural daylight. Enhance the surrounding environment by enriching the greenery with deeper, more saturated tones and adding soft mist in the background to create depth and a mystical ambiance. Retain the existing architectural structure but emphasize its craftsmanship through improved material rendering—highlighting wood grain, aged shingles, and decorative woodwork. Add hanging lanterns on either side of the entrance to complement the traditional aesthetic. Ensure all changes preserve the original camera motion, shot scale, and scene layout, while anchoring the new elements to the visible building, person, and environment."}
{"sample_id": "heldout1000_0944", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_21-Scene-166_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_21-o/31_21-Scene-166_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_21-o/31_21-Scene-166_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_21-o/31_21-Scene-166_part1.mp4", "instruction": "Transform the modern, minimalist interior into an ornate, traditional Chinese-style setting. Replace the plain white ceiling with intricately carved wooden beams and decorative ceiling panels. Substitute the simple gray drapes with rich, green silk curtains featuring tassels and embroidery. Replace the modern furniture with traditional Chinese wooden furniture, including a carved wooden table and chairs with detailed joinery. Replace the plain walls with painted murals depicting classical landscapes and framed calligraphy. Upgrade the characters' clothing to elaborate traditional Chinese garments: the woman in a flowing light blue hanfu with embroidered sleeves, and the man in a dark red and black brocade robe with intricate patterns. Replace the simple table lamp and potted plant with a decorative porcelain vase and a traditional Chinese lantern. Add ornate wooden lattice windows with red frames and intricate geometric patterns. Enhance the lighting to warm, ambient tones with soft glows from lanterns and candles, and enrich the atmosphere with subtle mist or incense haze. Maintain the original camera motion, shot scale, character positions, and scene layout."}
{"sample_id": "heldout1000_0945", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_039098", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__education__7084652_kampus_production.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__hobby__education__7084652_kampus_production.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__hobby__education__7084652_kampus_production_1.mp4", "instruction": "Apply a warm, filmic grainy aesthetic with vintage lens flare and soft focus, evoking a nostalgic home video from the 1980s."}
{"sample_id": "heldout1000_0946", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_31-Scene-510_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_31-o/32_31-Scene-510_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_31-o/32_31-Scene-510_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_31-o/32_31-Scene-510_part1.mp4", "instruction": "Transform the modern indoor setting into a period fantasy scene by replacing the plain, modern curtains with ornate, textured drapes featuring intricate patterns and vibrant blue tassels hanging from the top. Upgrade the characters' clothing: the man's casual sweater and jeans become a detailed, dark, layered traditional robe with metallic accents and a wide sash, while the woman's simple sweater is replaced with a flowing, light-colored traditional garment with soft pink trim. Add elaborate hair accessories, including a black hairpin for the man and a decorative hairpiece for the woman. Replace the modern background with aged wooden paneling and architectural details, enhancing the atmosphere with dim, dramatic lighting that casts soft shadows and highlights the textures of the fabrics and wood. Maintain the original camera angle, character positions, and actions while enriching the scene with cinematic color grading and atmospheric depth."}
{"sample_id": "heldout1000_0947", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_13-Scene-398_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_13-o/31_13-Scene-398_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_13-o/31_13-Scene-398_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_13-o/31_13-Scene-398_part1.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style by replacing the plain, neutral background with an intricate, traditional wooden lattice wall in warm brown tones. Upgrade the lighting to dramatic, directional illumination with soft shadows and a cool blue tint to create depth and atmosphere. Transform the hairstyle from a simple side-parted ponytail to a long, flowing, dark hair with a high, elegant topknot and loose strands framing the face. Replace the modern, casual shirt with a traditional white or light-colored period garment with visible collar details. Add subtle, natural-looking makeup to enhance facial features, including defined eyebrows and a soft, luminous complexion. Maintain the same facial expression, head position, and camera framing while enriching the overall visual texture, color grading, and material quality to match a high-production historical or fantasy setting."}
{"sample_id": "heldout1000_0948", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_044634", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__7552613_vlada_karpovich.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__3D_gathering__conference__7552613_vlada_karpovich.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__conference__7552613_vlada_karpovich_3.mp4", "instruction": "Have it portray a regal queen with photorealistic detail, featuring long wavy blonde hair, an ornate black crown adorned with jewels, a richly decorated black corset with gold embellishments, and voluminous red sleeves."}
{"sample_id": "heldout1000_0949", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__38_22-Scene-052_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_22-o/38_22-Scene-052_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/38_22-o/38_22-Scene-052_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/38_22-o/38_22-Scene-052_part1.mp4", "instruction": "Transform the scene from a natural, everyday setting to a dark, atmospheric fantasy environment. Replace the bright, blurred background with a deep, indistinct night setting, possibly a forest or mountainous terrain under moonlight. Upgrade the character's casual attire to a detailed, period-inspired fantasy outfit with textured dark blue fabric, metallic accents, and layered armor elements. Add an ornate hair accessory to the high ponytail, enhancing the fantasy aesthetic. Introduce dramatic, low-key lighting with soft rim light highlighting the character's profile and hair, creating depth and mood. Enhance the hair and makeup with subtle, stylized details—such as slightly damp or wind-tousled hair and more defined, moody eye makeup—to match the cinematic tone. Increase color contrast and saturation to create a rich, high-contrast visual style with deep shadows and cool tones, while preserving the original camera angle, character positioning, and facial expressions."}
{"sample_id": "heldout1000_0950", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_17-Scene-042_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_17-o/31_17-Scene-042_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_17-o/31_17-Scene-042_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_17-o/31_17-Scene-042_part1.mp4", "instruction": "Transform the outdoor park setting into a dark, ornate interior with richly decorated walls and traditional architectural details. Replace the modern casual clothing with elaborate period costumes: the woman on the left wears a pink traditional robe with intricate embroidery and a decorative hairpiece; the central figure wears a maroon robe with detailed patterns, a sash, and a metallic pendant; the man on the right wears a light blue and white layered robe with embroidered sleeves and a crown-like headpiece. Enhance the lighting to be dramatic and stylized, with deep shadows and focused highlights, creating a moody atmosphere. Add subtle atmospheric effects like soft haze or ambient glow. Maintain the original character positions, expressions, and camera framing while upgrading the visual style to a cinematic, fantasy-inspired aesthetic."}
{"sample_id": "heldout1000_0951", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_37-Scene-469_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_37-o/35_37-Scene-469_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_37-o/35_37-Scene-469_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_37-o/35_37-Scene-469_part2.mp4", "instruction": "Transform the modern casual attire into traditional Chinese period costumes: replace the light green sweater and yellow shirt with a dark patterned blouse and grey vest for the left woman, and replace the beige sweater and jeans with an ornate green embroidered robe with wide sleeves and floral patterns for the right woman. Add traditional hair ornaments and styled buns to both women. Replace the artificial, colorful background with a natural garden setting featuring bamboo, green foliage, and a traditional stone bridge with red railings. Enhance lighting to be soft and natural, consistent with an outdoor daytime scene. Maintain the same body positions, gestures, and camera framing. Add subtle atmospheric details such as dappled sunlight and natural shadows to enhance realism and period authenticity."}
{"sample_id": "heldout1000_0952", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_14-Scene-131_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_14-o/31_14-Scene-131_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_14-o/31_14-Scene-131_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_14-o/31_14-Scene-131_part1.mp4", "instruction": "Transform the modern interior setting into an ornate, traditional East Asian palace interior. Replace the plain gray backdrop with richly decorated walls featuring intricate golden lattice patterns and red silk drapery. Change the simple white and denim clothing of the standing woman into a vibrant pink traditional robe with embroidered floral details and layered sleeves. Replace the striped shirt of the seated woman with an elegant orange and gold traditional gown with intricate beadwork and a matching headpiece. Upgrade the simple plastic flower arrangement into a luxurious floral display in a dark, ornate vase with blooming peonies and cherry blossoms. Enhance the lighting to be warm, dramatic, and atmospheric, with soft glows from lanterns and candles, casting deep shadows and highlighting the textures of silk and gold. Add subtle ambient haze to deepen the sense of grandeur and period authenticity. Maintain the original camera angle, character positions, and actions throughout the transformation."}
{"sample_id": "heldout1000_0953", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_36-Scene-008_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_36-o/34_36-Scene-008_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_36-o/34_36-Scene-008_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_36-o/34_36-Scene-008_part1.mp4", "instruction": "Transform the modern, minimalist setting into a grand, ancient palace hall with ornate stone columns, a large golden throne, and a massive mural of a regal figure in the background. Replace the contemporary clothing with elaborate historical costumes: the woman on the left wears a flowing light-blue robe with white underlayers and a sash; the woman in the center wears a deep green, form-fitting gown with a high collar and black belt; the man in the center wears a rich maroon tunic with intricate gold armor plating on the chest and shoulders; the man on the right wears a matching maroon tunic with gold-embossed shoulder guards. Replace the simple white box and orange vases with a large, red ceremonial chest adorned with black and gold patterns. Add warm, dramatic lighting from multiple hanging lanterns and torches, casting soft glows and deep shadows. Enhance the atmosphere with a sense of grandeur and historical depth, while preserving the original character positions, camera motion, and scene composition."}
{"sample_id": "heldout1000_0954", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_048821", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__shooting__7812682_pavel_danilyuk.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__shooting__7812682_pavel_danilyuk.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__shooting__7812682_pavel_danilyuk_2.mp4", "instruction": "Dress it up as a futuristic female warrior with long blonde hair, glowing blue eyes, and a sleek, high-tech black suit with intricate armor details, rendered in a photorealistic style."}
{"sample_id": "heldout1000_0955", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_03-Scene-408_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_03-o/32_03-Scene-408_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_03-o/32_03-Scene-408_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_03-o/32_03-Scene-408_part1.mp4", "instruction": "Transform the modern, casual clothing into traditional, ornate red and gold costumes with intricate embroidery and patterns. Replace the simple hats or no headwear with elaborate black ceremonial headwear featuring tall, structured shapes. Change the neutral park or street background into a vibrant autumnal setting with rich red and orange foliage. Add ornate hanging tassels and decorative red banners along the right side of the scene. Enhance the lighting to a bright, stylized, cinematic quality with warm highlights and deep shadows, emphasizing the richness of the fabrics and decorations. Maintain the same crowd composition, camera angle, and movement, preserving the original layout and identities of the people while upgrading the visual production design to a grand, period-fantasy aesthetic."}
{"sample_id": "heldout1000_0956", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_026646", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__graphic__6615306_tima_miroshnichenko.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__3D_gathering__graphic__6615306_tima_miroshnichenko.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__3D_gathering__graphic__6615306_tima_miroshnichenko_2.mp4", "instruction": "Apply a digital glitch art aesthetic with fragmented frames, chromatic aberration, and temporal distortion that makes the notebook pages flicker between past and future versions"}
{"sample_id": "heldout1000_0957", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_3-Scene-1161_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_3-o/22_3-Scene-1161_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_3-o/22_3-Scene-1161_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_3-o/22_3-Scene-1161_part3.mp4", "instruction": "Transform the scene from a mundane, abstract setting into a cinematic space environment. Replace the white, featureless circular object in the foreground with a detailed, rocky planet exhibiting craters, atmospheric haze, and natural surface textures. Restore the planetary background with a realistic, curved horizon of a distant planet, showing cloud layers and atmospheric gradients. Introduce a small spacecraft in the mid-ground, orbiting the planet, to add scale and narrative context. Enhance lighting with dramatic, directional light from a distant sun, casting soft shadows and creating a high-contrast, cinematic look. Add subtle lens flares and starfield in the deep space background. Maintain the original camera motion and composition, preserving the relative position and scale of the foreground object and background. Apply rich, desaturated color grading with deep blacks and warm earth tones to evoke a sense of realism and grandeur. Ensure the textures of the planet surface and spacecraft are highly detailed, with visible wear and material variation. Remove any artificial or overly smooth gradients, replacing them with natural atmospheric scattering and depth-of-field effects."}
{"sample_id": "heldout1000_0958", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_050208", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__shooting__7956991_artem_podrez.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__shooting__7956991_artem_podrez.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__shooting__7956991_artem_podrez_2.mp4", "instruction": "Cast it as a woman dressed in traditional Chinese attire, featuring a rich red robe adorned with intricate golden dragon patterns, styled with a high, elaborate hairstyle and a poised, confident demeanor."}
{"sample_id": "heldout1000_0959", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_36-Scene-355_part2", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_36-o/35_36-Scene-355_part2.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_36-o/35_36-Scene-355_part2.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_36-o/35_36-Scene-355_part2.mp4", "instruction": "Transform the modern urban overpass into a traditional Chinese palace corridor with red and green painted walls, snow-covered rooftops, and ornate architectural details. Replace the contemporary clothing of the two central figures with elaborate blue traditional robes with intricate patterns. Introduce heavy, continuous snowfall across the entire scene, enhancing the wintry atmosphere. Maintain the same camera perspective, shot scale, and character positions while upgrading the lighting to a soft, diffused cinematic glow that emphasizes the snow and architectural textures. Preserve the layout and motion of the figures, including the interaction where one figure bends down in frame 2 and 3, while adding subtle atmospheric depth and color grading to evoke a historical, cinematic ambiance."}
{"sample_id": "heldout1000_0960", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_052957", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0253__af63ba3c23aed5189b41021f5c6cb1ac.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0253__af63ba3c23aed5189b41021f5c6cb1ac.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0253__af63ba3c23aed5189b41021f5c6cb1ac_2.mp4", "instruction": "Render the scene in a high-gloss, luxury product photography style with extreme close-ups, soft bokeh, and metallic reflections that make the gem-encrusted queen appear like a precious jewel."}
{"sample_id": "heldout1000_0961", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_21-Scene-027_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_21-o/31_21-Scene-027_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_21-o/31_21-Scene-027_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_21-o/31_21-Scene-027_part1.mp4", "instruction": "Transform the modern casual attire into an elaborate traditional costume with rich red and purple fabric, intricate geometric patterns, and a high-collared design. Enhance the hairstyle to a long, flowing, period-appropriate style with a side-parted fringe and loose strands framing the face. Replace the simple outdoor background with a lush, detailed garden setting featuring natural greenery and a weathered stone wall, adding depth and texture. Apply cinematic color grading with warm, saturated tones, soft lighting, and a slightly hazy atmosphere to elevate the visual quality. Maintain the same facial expression, head position, and camera framing while enhancing skin texture and eye detail for a polished, high-production look."}
{"sample_id": "heldout1000_0962", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_1-Scene-0158_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_1-o/26_1-Scene-0158_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_1-o/26_1-Scene-0158_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_1-o/26_1-Scene-0158_part1.mp4", "instruction": "Enhance the scene with a rich, period-style interior background featuring dark wood paneling, a vintage clock, and a classic table lamp with a warm, diffused glow. Replace the plain, blurred background with detailed, atmospheric set design that suggests a sophisticated study or library. Upgrade the lighting to a cinematic, moody ambiance with soft, directional light highlighting the subject's face and creating subtle shadows that emphasize texture and depth. Maintain the subject's formal attire (suit and tie) and preserve the original camera angle, framing, and facial expression. Enhance skin texture and material details of the clothing to appear more luxurious and realistic, with richer color grading that deepens tones and adds visual weight to the scene."}
{"sample_id": "heldout1000_0963", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_36-Scene-632_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_36-o/33_36-Scene-632_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_36-o/33_36-Scene-632_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_36-o/33_36-Scene-632_part1.mp4", "instruction": "Transform the character from modern casual attire to a period fantasy style: replace the simple hair bun with a long, flowing black hairstyle adorned with an ornate, dark red crown-like headpiece featuring a central gem. Replace the casual gray jacket and white shirt with a richly detailed, layered red and gold traditional robe with intricate embroidery and decorative collar. Add visible jewelry, including a gold necklace and matching arm cuffs. Change the background from a modern park setting to a desolate, sandy desert landscape with soft, diffused lighting and warm, cinematic color grading. Enhance the overall atmosphere with a hazy, ethereal quality. Keep the character's pose, hand position, and camera angle unchanged."}
{"sample_id": "heldout1000_0964", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__7-Scene-0814_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/7-o/7-Scene-0814_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/7-o/7-Scene-0814_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/7-o/7-Scene-0814_part1.mp4", "instruction": "Enhance the nighttime city street scene with cinematic lighting and atmosphere: increase contrast and deepen shadows to create a moody, dramatic tone; apply a cool, desaturated color grade with subtle blue and gray tones; add realistic rain reflections on the wet pavement; intensify the glow from streetlights and vehicle headlights to create lens flare and light bloom effects; enhance the architectural details of the building facade with subtle texture and depth; maintain the same camera motion, shot scale, and scene layout; preserve the identities and actions of people and vehicles, but elevate their visual presence through richer materials and lighting; ensure the white vintage car and dark vehicles appear more polished and reflective; add atmospheric haze to deepen the sense of depth and immersion."}
{"sample_id": "heldout1000_0965", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_045419", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__social__social__8854948_rachel_claire.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__social__social__8854948_rachel_claire.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__social__social__8854948_rachel_claire_1.mp4", "instruction": "Reimagine the entire video in a vintage 1970s film grain aesthetic with warm sepia tones, slight vignetting, and a soft focus that mimics analog Kodak Ektachrome film."}
{"sample_id": "heldout1000_0966", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_07-Scene-255_part5", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_07-o/31_07-Scene-255_part5.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_07-o/31_07-Scene-255_part5.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_07-o/31_07-Scene-255_part5.mp4", "instruction": "Transform the modern interior setting into an ornate, traditional-style background featuring a wooden lattice wall with intricate golden patterns and a large, carved decorative panel with a floral motif. Replace the contemporary casual clothing with an elaborate historical-style robe in deep blue with white inner lining and detailed silver embroidery on the sleeves. Change the modern glass mug into a traditional ceramic cup with a dark, earthy tone and textured surface. Enhance the lighting to be dramatic and stylized, with warm, golden ambient light emanating from behind the lattice, creating soft glows and rich shadows that emphasize the textures and depth of the scene. Maintain the same camera angle, subject position, and action of drinking, preserving the original layout and timing."}
{"sample_id": "heldout1000_0967", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_10-Scene-365_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_10-o/35_10-Scene-365_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_10-o/35_10-Scene-365_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_10-o/35_10-Scene-365_part1.mp4", "instruction": "Transform the modern hairstyle into an elaborate traditional updo with two buns adorned with blue and white floral hairpins. Replace the plain white top with an ornate traditional Chinese robe featuring intricate blue and gold embroidery on the collar and shoulders, with a high mandarin collar and detailed patterns. Add a red tassel tied at the back of the head. Enhance the background with subtle ornate architectural details and richer, more dramatic lighting to create a cinematic, period atmosphere. Maintain the same camera angle, shot scale, and character pose throughout."}
{"sample_id": "heldout1000_0968", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_023945", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__art__streetperformance__6184258_pew_nguyen.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__art__streetperformance__6184258_pew_nguyen.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__art__streetperformance__6184258_pew_nguyen_1.mp4", "instruction": "Render the nighttime city in a cyberpunk neon-noir style with deep blues, electric pinks, and rain-refracted light, where every reflection on the wet road becomes a digital glitch or holographic message."}
{"sample_id": "heldout1000_0969", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_7-Scene-0323_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_7-o/26_7-Scene-0323_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_7-o/26_7-Scene-0323_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_7-o/26_7-Scene-0323_part1.mp4", "instruction": "Replace the simple lamp on the left with a large, ornate, dark metallic sphere featuring segmented, ribbed geometry and a glowing blue ring at its base. Transform the plain doorway into a grand, arched stone entrance with vertical metallic accents and a dark, textured stone wall background. Update the character's attire to a dark, flowing, period-style robe with a hood, and add a subtle, ethereal glow to their skin. Replace the neutral indoor lighting with dramatic, low-key lighting featuring deep shadows and a cool, moody color grade. Enhance the atmosphere with a faint mist or haze, and add subtle ambient light reflections on the metallic surfaces. Keep the character's movement, camera angle, and overall scene composition unchanged."}
{"sample_id": "heldout1000_0970", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_049820", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0220__9769842e8695bab4e67f91a045d8c9ea.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0220__9769842e8695bab4e67f91a045d8c9ea.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0220__9769842e8695bab4e67f91a045d8c9ea_2.mp4", "instruction": "Reimagine the entire video in a vintage travel documentary aesthetic with film grain, sepia tones, and subtle lens flare, evoking 1950s cinematic nostalgia."}
{"sample_id": "heldout1000_0971", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_028962", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__photography__6944577_alena_darmel.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__photography__6944577_alena_darmel.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__hobby__photography__6944577_alena_darmel_1.mp4", "instruction": "Reimagine the entire video in a high-gloss, liquid metal aesthetic with reflective surfaces, chromatic shimmer, and liquid-like distortions that ripple across the frame."}
{"sample_id": "heldout1000_0972", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__34_42-Scene-262_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_42-o/34_42-Scene-262_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/34_42-o/34_42-Scene-262_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/34_42-o/34_42-Scene-262_part1.mp4", "instruction": "Transform the modern indoor setting into an ornate traditional-style interior with dark wooden architecture and a decorative lattice screen in the background. Replace the contemporary casual clothing with a flowing white traditional robe featuring delicate floral embroidery. Style the hair into an elaborate updo adorned with black hairpins and white flowers. Enhance the lighting to be dramatic and stylized, with warm, moody tones and soft shadows, creating a cinematic atmosphere. Maintain the subject's pose, facial expression, and camera framing while upgrading the visual quality, materials, and production design to match a high-cost period drama aesthetic."}
{"sample_id": "heldout1000_0973", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_010840", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__teamwork__3252922_fauxels.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__teamwork__3252922_fauxels.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform3__teamwork__3252922_fauxels_2.mp4", "instruction": "Imitate the look of a regal woman with long, dark hair styled in an elegant updo, adorned with intricate jewelry, wearing a luxurious, dark velvet gown with lace detailing and a high collar, set against a moody, ethereal background."}
{"sample_id": "heldout1000_0974", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__33_55-Scene-594_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_55-o/33_55-Scene-594_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/33_55-o/33_55-Scene-594_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/33_55-o/33_55-Scene-594_part1.mp4", "instruction": "Transform the modern indoor setting into an ornate traditional East Asian architectural space by replacing plain walls and industrial fixtures with wooden pillars, decorative lattice windows, hanging lanterns, and flowing silk curtains. Replace casual clothing with elaborate traditional robes featuring layered fabrics, intricate patterns, and flowing sleeves; add long black hairstyles with ornamental hairpins. Replace modern props with ceremonial items such as bronze statues and ritual lanterns. Enhance lighting to be soft, diffused, and atmospheric with warm tones from lanterns, creating a dramatic and stylized ambiance. Shift the color palette to rich, muted tones of pale blue, cream, and deep brown, emphasizing texture and material quality. Add a theatrical atmosphere with subtle mist and ambient glow, while preserving the original character positions, camera angle, and scene composition."}
{"sample_id": "heldout1000_0975", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_076747", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0336__f01aefca67193ae864b1733dc033ab7a.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0336__f01aefca67193ae864b1733dc033ab7a.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0336__f01aefca67193ae864b1733dc033ab7a_1.mp4", "instruction": "Render the interior of the printer in a retro-futuristic industrial aesthetic with brass gears, glowing circuits, and analog dials, making the cartridge insertion feel like a ritual from a 1980s sci-fi film."}
{"sample_id": "heldout1000_0976", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_051777", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0238__a28c81b29fe64a97bf94f1c22242c3ef.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0238__a28c81b29fe64a97bf94f1c22242c3ef.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0238__a28c81b29fe64a97bf94f1c22242c3ef_2.mp4", "instruction": "Transform the scene into a surreal child’s dream world where the tattoos are living creatures that talk, and the hair is a forest of colored ribbons."}
{"sample_id": "heldout1000_0977", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__26_6-Scene-1971_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_6-o/26_6-Scene-1971_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/26_6-o/26_6-Scene-1971_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/26_6-o/26_6-Scene-1971_part1.mp4", "instruction": "Enhance the visual quality of the scene by upgrading the character's purple sweater to a rich, textured knit with visible ribbing, adding subtle depth and material realism. Refine the character's facial features with natural, soft makeup and enhanced skin texture, preserving her expression and identity. Improve the lighting to create a more cinematic, diffused natural light with gentle shadows that define facial contours and clothing folds. Enhance the background architecture with greater detail and texture, revealing stone masonry and window frames with realistic weathering. Maintain the original composition, camera angle, and character positioning while increasing overall color depth and contrast to achieve a polished, high-production aesthetic."}
{"sample_id": "heldout1000_0978", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_63-Scene-231_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_63-o/35_63-Scene-231_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_63-o/35_63-Scene-231_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_63-o/35_63-Scene-231_part1.mp4", "instruction": "Enhance the scene to a cinematic, period-drama style by adding an ornate headdress with colorful floral and gemstone accents to the existing hairstyle, replacing the simple white blouse with a richly embroidered traditional robe in deep teal with gold detailing, upgrading the small pearl earrings to large, multi-tiered earrings with red and turquoise beads, and enriching the background with dark, luxurious wood paneling and traditional Chinese-style framed artwork. Introduce dramatic, warm lighting with soft shadows to emphasize depth and mood, and apply a rich, saturated color grade with deep contrasts. Maintain the character's pose, hand gesture, and camera framing while enhancing the overall atmosphere with a sense of historical grandeur and opulence."}
{"sample_id": "heldout1000_0979", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_3-Scene-1261_part4", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_3-o/22_3-Scene-1261_part4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_3-o/22_3-Scene-1261_part4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_3-o/22_3-Scene-1261_part4.mp4", "instruction": "Transform the modern urban rooftop setting into a futuristic, dystopian cityscape with towering, weathered skyscrapers and atmospheric haze. Replace the conventional city skyline in the background with dense, vertical architecture featuring glowing windows and industrial textures. Enhance the vehicle from a sleek, futuristic aircraft into a high-tech spacecraft with advanced propulsion systems and glowing energy accents along its wings and hull. Adjust the lighting to a dramatic, low-key cinematic style with warm, golden backlighting and deep shadows, creating a moody, atmospheric tone. Maintain the same camera angle, shot scale, and character positions, preserving the rooftop platform, the two figures, and the small vehicle nearby. Add subtle atmospheric effects such as dust particles and lens flares to enhance the sci-fi ambiance, while keeping the overall composition and action unchanged."}
{"sample_id": "heldout1000_0980", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_08-Scene-095_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_08-o/39_08-Scene-095_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_08-o/39_08-Scene-095_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_08-o/39_08-Scene-095_part1.mp4", "instruction": "Transform the modern, casual appearance into a richly detailed period costume: replace the simple black headpiece with an ornate, traditional hairstyle featuring large, circular golden hair ornaments; replace the plain green tassel with a long, golden, patterned tassel hanging from a thin metal rod; change the green casual shirt into a luxurious, multi-colored silk robe with intricate embroidery and layered collar; replace the neutral indoor background with a warm, opulent interior featuring soft red and gold drapery and ambient golden lighting; enhance the overall atmosphere with rich color grading, soft glow, and detailed textures on clothing and accessories. Preserve the subject's facial expression, head position, and camera framing."}
{"sample_id": "heldout1000_0981", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__22_2-Scene-0815_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_2-o/22_2-Scene-0815_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/22_2-o/22_2-Scene-0815_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/22_2-o/22_2-Scene-0815_part1.mp4", "instruction": "Transform the modern, everyday clothing into period-appropriate, textured garments with a fantasy aesthetic: replace the olive jacket with a coarse, earth-toned tunic; change the white hooded sweater into a detailed, patterned hooded cloak with layered fabric; replace the blue blazer with a dark, richly textured robe with a high collar and belt. Enhance the background with a desaturated, moody color grade to evoke a non-terrestrial or ancient setting. Add subtle atmospheric haze and dim, diffused lighting to create a cinematic, otherworldly mood. Maintain the same character positions, expressions, and camera framing. The stone wall and arched doorway remain, but their appearance is enhanced with aged, weathered textures and a cooler, more dramatic tone. The green drink in hand is replaced with a small, metallic object resembling a relic or tool, consistent with the fantasy theme."}
{"sample_id": "heldout1000_0982", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_066925", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__performance__9431549_anastasia__shuraeva.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__art__performance__9431549_anastasia__shuraeva.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__art__performance__9431549_anastasia__shuraeva_2.mp4", "instruction": "Transform the scene into a stylized, comic book action sequence with dynamic panel transitions, speed lines, and explosive impact effects at the moment of the kick."}
{"sample_id": "heldout1000_0983", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_29-Scene-432_part3", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_29-o/32_29-Scene-432_part3.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_29-o/32_29-Scene-432_part3.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_29-o/32_29-Scene-432_part3.mp4", "instruction": "Transform the scene from a simplified, low-detail interior into a richly detailed, cinematic ancient Chinese palace hall. Replace the plain blue walls and simple ceiling with dark wooden beams, ornate lattice screens, and traditional Chinese architectural elements. Add intricate decorative lanterns, hanging tassels, and a large circular moon gate with cherry blossoms visible beyond. Introduce a prominent golden plaque with Chinese calligraphy above the main area. Replace the basic furniture with elaborate wooden tables, chairs, and shelves adorned with porcelain vases and scrolls. Enhance the lighting with warm, glowing lanterns and soft ambient light filtering through paper screens. Upgrade the character’s attire from a simple white dress to an elaborate traditional Hanfu with flowing sleeves, intricate embroidery, and a detailed hairpiece. Add subtle atmospheric effects such as soft mist and gentle light flares. Preserve the character’s position, movement, and the overall camera framing and shot scale. Ensure all new elements are anchored to the existing scene geometry and lighting structure."}
{"sample_id": "heldout1000_0984", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__32_48-Scene-009_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_48-o/32_48-Scene-009_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/32_48-o/32_48-Scene-009_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/32_48-o/32_48-Scene-009_part1.mp4", "instruction": "Transform the character's modern casual clothing into a flowing, traditional white robe with long sleeves, maintaining the same pose and stance. Replace the rope held in the character's hands with a heavy, metallic chain, extending it across the scene with visible links and weight. Enhance the background by restoring ornate traditional decor: add hanging scrolls with calligraphy, intricate wooden lattice patterns on the windows, and decorative items on the shelves. Upgrade the lighting to a dramatic, cinematic style with strong contrasts, warm golden tones, and soft backlighting to emphasize the character's silhouette. Preserve the wooden flooring and architectural structure, but enrich the materials with polished wood textures and subtle ambient reflections. Add atmospheric haze to deepen the scene's mood, while keeping the camera motion, shot scale, and overall layout unchanged."}
{"sample_id": "heldout1000_0985", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_43-Scene-165_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_43-o/39_43-Scene-165_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_43-o/39_43-Scene-165_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_43-o/39_43-Scene-165_part1.mp4", "instruction": "Replace the simple hair accessory with an ornate, golden traditional headpiece featuring intricate patterns and decorative elements. Change the modern, casual white top to a richly colored traditional robe with deep purple fabric and vibrant blue and yellow trim along the collar and sleeves. Add a colorful ribbon or sash around the neck, integrated into the traditional attire. Enhance the lighting to create a more dramatic and emotional atmosphere, with soft highlights on the face and subtle shadows to emphasize depth. Maintain the same facial expression, eye movement, and tear progression, preserving the emotional arc. Keep the background unchanged but apply a cinematic color grade to deepen the tones and enrich the overall mood. Ensure the camera motion, shot scale, and composition remain identical to the source."}
{"sample_id": "heldout1000_0986", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_046592", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__knitting__8994557_alena_darmel.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__hobby__knitting__8994557_alena_darmel.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__hobby__knitting__8994557_alena_darmel_2.mp4", "instruction": "Transform the scene into a soft-focus dream sequence with a gauzy, ethereal filter and floating fabric particles that swirl around the arm like silk dust."}
{"sample_id": "heldout1000_0987", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__31_07-Scene-384_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_07-o/31_07-Scene-384_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/31_07-o/31_07-Scene-384_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/31_07-o/31_07-Scene-384_part1.mp4", "instruction": "Transform the modern entrance into a grand traditional Chinese archway with dark red wooden pillars, golden tiled roofs, and ornate golden decorations. Replace the plain blue sign with a large, dark blue vertical banner featuring golden Chinese characters '天墉城' and a golden emblem above. Change the contemporary clothing of the characters to elaborate traditional Chinese robes in shades of purple and blue with intricate patterns and flowing sleeves. Replace the neutral green foliage and modern elements with lush, dense green trees and pink silk curtains flanking the archway. Enhance the lighting to create a warm, cinematic atmosphere with rich color grading, emphasizing golden highlights and deep shadows. Maintain the original camera position, character positions, and scene layout while adding period-appropriate details to the architecture, costumes, and environment."}
{"sample_id": "heldout1000_0988", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_061472", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__boxing__8735145_rdne_stock_project.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__sports__boxing__8735145_rdne_stock_project.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__sports__boxing__8735145_rdne_stock_project_2.mp4", "instruction": "Recreate the scene in a glowing, ethereal glass sculpture aesthetic where the characters and boxes are made of translucent colored glass, refracting light with prismatic flares."}
{"sample_id": "heldout1000_0989", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_022276", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0135__59cc7e53b95d5b4e08478d1d28ec8795.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0135__59cc7e53b95d5b4e08478d1d28ec8795.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform2_filtered__0135__59cc7e53b95d5b4e08478d1d28ec8795_2.mp4", "instruction": "Transform the gimbal and camera into a futuristic alien artifact, rendered in a sci-fi design aesthetic with glowing circuitry, holographic displays, and a matte black finish with iridescent sheen."}
{"sample_id": "heldout1000_0990", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__39_31-Scene-322_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_31-o/39_31-Scene-322_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/39_31-o/39_31-Scene-322_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/39_31-o/39_31-Scene-322_part1.mp4", "instruction": "Transform the modern bedroom into a richly decorated traditional palace chamber. Replace the simple modern bed with an ornate canopy bed featuring a blue and white floral-patterned canopy with tassels hanging from the edges. Change the characters' casual contemporary clothing into elaborate traditional costumes: the standing figures wear yellow and blue robes with intricate patterns, while the seated figure wears a red ceremonial gown with gold embroidery. Update the hairstyles to traditional updos with ornate hairpieces. Replace the neutral-colored curtains with patterned green drapes and add decorative elements like incense burners and ornamental bowls. Enhance the lighting to be more dramatic and stylized, with warm, ambient glow from candles and soft backlighting to emphasize the opulent atmosphere. Keep the same character positions, camera angle, and scene layout."}
{"sample_id": "heldout1000_0991", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_18-Scene-409_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_18-o/35_18-Scene-409_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_18-o/35_18-Scene-409_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_18-o/35_18-Scene-409_part1.mp4", "instruction": "Replace the yellow conical hat with a red tasseled ceremonial hat featuring white trim and a black embroidered band. Transform the plain white and black garment into an ornate, dark brocade robe with golden dragon motifs and intricate embroidery. Add a long green beaded necklace with red and gold accents. Replace the neutral indoor background with a dimly lit, opulent palace interior featuring wooden pillars and traditional Chinese architectural details. Enhance the lighting to create dramatic, warm, cinematic shadows and highlights, emphasizing the richness of the fabrics and the solemn atmosphere. Maintain the subject's pose, facial expression, and camera framing throughout."}
{"sample_id": "heldout1000_0992", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__24_33-Scene-769_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_33-o/24_33-Scene-769_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/24_33-o/24_33-Scene-769_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/24_33-o/24_33-Scene-769_part1.mp4", "instruction": "Replace the casual blue hat with an ornate, metallic warrior helmet featuring intricate golden engravings and a dark, weathered finish. Change the modern white long-sleeve shirt and blue jeans into a richly detailed red and black period costume with layered fabric, visible armor elements, and decorative patterns. Add a visible blood streak on the left cheek, enhancing the character's battle-worn appearance. Replace the neutral indoor background with a dark, atmospheric setting resembling a dimly lit ancient hall or fortress interior, with blurred architectural details and warm, ambient light sources in the background. Adjust the lighting to be dramatic and moody, with strong contrast, rim lighting on the helmet, and a cool color grade to emphasize the cinematic, fantasy tone. Preserve the character's pose, facial expression, and camera angle, maintaining the same shot scale and composition."}
{"sample_id": "heldout1000_0993", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_077008", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0340__f29e0f53b7d11dd7b6c9679343f290b4.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0340__f29e0f53b7d11dd7b6c9679343f290b4.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0340__f29e0f53b7d11dd7b6c9679343f290b4_2.mp4", "instruction": "Reimagine the video in a cyberpunk neon-drenched aesthetic, where the car's chrome grille glows with pulsating blue and magenta light, and the background is replaced with a futuristic urban skyline of holographic billboards and rain-slicked streets."}
{"sample_id": "heldout1000_0994", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__7-Scene-1527_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/7-o/7-Scene-1527_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/7-o/7-Scene-1527_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/7-o/7-Scene-1527_part1.mp4", "instruction": "Transform the character's casual clothing into a futuristic, form-fitting black tactical suit with armored plating and integrated gloves. Replace the regular cap with a transparent, spherical helmet featuring a black visor and advanced headgear attachments. Upgrade the backpack into a high-tech tactical vest with geometric patterns and utility straps. Replace the natural grass and gravel background with a desaturated, industrial setting featuring a metallic fence with a warning sign. Enhance the lighting to a cool, cinematic tone with high contrast and subtle lens flares. Add a blurred, high-speed train in motion on the tracks to the left, creating a dynamic sense of movement. Maintain the character's pose, camera angle, and overall scene composition."}
{"sample_id": "heldout1000_0995", "source_dataset": "ditto", "source_record_id": "ditto_face_pair_038711", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0188__804119bc557e7b2908a5dfb1cf22d0d1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/low/source_filtered__0188__804119bc557e7b2908a5dfb1cf22d0d1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face/high/global_freeform1_filtered__0188__804119bc557e7b2908a5dfb1cf22d0d1_1.mp4", "instruction": "Render the cityscape in the style of a cyberpunk cityscape from a 2077 simulation, with glowing red rooftops, holographic ads, and the railway as a data stream."}
{"sample_id": "heldout1000_0996", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__16-Scene-0755_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/16-o/16-Scene-0755_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/16-o/16-Scene-0755_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/16-o/16-Scene-0755_part1.mp4", "instruction": "Transform the scene into a moody, cinematic atmosphere by reducing overall brightness and enhancing contrast to create deep shadows and a mysterious ambiance. Replace the plain white t-shirt with a textured, light-colored sweater featuring subtle patterns, and change the jeans into dark green plaid pajama pants to suggest a nighttime, intimate setting. Retain the ornate, dark wooden door with its detailed paneling and brass handle, and introduce rich, dark floral wallpaper on the walls to add period and fantasy styling. Add subtle ambient lighting from a dim source to the left, casting soft highlights on the character and door, enhancing depth and mood. Keep the character's pose, camera angle, and scene layout unchanged, preserving the original action and timing."}
{"sample_id": "heldout1000_0997", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_062838", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__publicspeaking__8865873_yan_krukau.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__social__publicspeaking__8865873_yan_krukau.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform1__social__publicspeaking__8865873_yan_krukau_1.mp4", "instruction": "Transform the entire video into a digital holographic interface aesthetic with translucent UI elements, floating data streams, and a cool blue monochrome base with vibrant green highlights on the screens."}
{"sample_id": "heldout1000_0998", "source_dataset": "low_high_cost", "source_record_id": "low_high_cost__low_to_high__35_37-Scene-479_part1", "source_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_37-o/35_37-Scene-479_part1.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/low_cost_video/35_37-o/35_37-Scene-479_part1.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/datas/low_high_cost/extracted/final_output/high_cost_video/35_37-o/35_37-Scene-479_part1.mp4", "instruction": "Transform the modern, minimalist interior into an ornate traditional Chinese-style setting by replacing neutral walls and furniture with richly carved wooden panels, heavy silk drapes, and classical furniture. Change the casual clothing of both women into elaborate traditional attire: the woman on the right wears a green embroidered robe with cream accents, and the woman on the left wears a dark patterned robe with a black vest. Add intricate hair accessories, including floral hairpins, to both women's updos. Replace the potted plant and books with a white porcelain vase and traditional writing implements on a wooden desk. Enhance the lighting to warm, soft, artificial tones with directional light sources to create depth and atmosphere, while preserving the original camera angle, character positions, and scene composition."}
{"sample_id": "heldout1000_0999", "source_dataset": "ditto", "source_record_id": "ditto_face2_pair_070948", "source_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0244__a689db94c17d4bc0b9c72e6af9b328cd.mp4", "control_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/low/source__0244__a689db94c17d4bc0b9c72e6af9b328cd.mp4", "target_video": "/mnt/si002961ale4/default/lgy/shiying/low-high-new/datas/ditto_face2/high/global_freeform2__0244__a689db94c17d4bc0b9c72e6af9b328cd_2.mp4", "instruction": "Reimagine the video in a cyberpunk neon-dream aesthetic, where the cyclist glows faintly under electric blue and magenta streetlights, the water shimmers with holographic ripples, and the urban skyline pulses with digital billboards."}