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{"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."}