Prompt: A man in a black shirt and jeans is sweeping the sidewalk beside a storefront with a glass door, where colorful items are displayed. Trees line the street, and pedestrians can be seen walking in the distance. The scene is lit by bright sunlight, casting sharp shadows on the pavement, creating a warm and lively atmosphere. The camera remains static, offering a mid-shot that maintains the spatial relationship between the man and the shop entrance. The sweeping motion is continuous and rhythmic, and the lighting remains consistent, ensuring the mood and color palette remain unchanged throughout the sequence.

Explanation: The generated video maintains high fidelity to the first frame, ensuring continuity. The scene adheres closely to the prompt, capturing the elements and mood described. Motion and temporal consistency are well-executed, though minor variations in lighting and geometry occur, minimally affecting visual quality and composition. | overall_score=92 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":90,"visual_quality":90,"camera_composition":90}

Explanation: The video effectively maintains the scene's initial setup, with continuous and rhythmic sweeping motion reflecting prompt adherence. The lighting and composition remain stable, matching the conditioning frame well. Slight visual quality diminishment due to common compression artifacts prevents a perfect score. | overall_score=88 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":80,"camera_composition":95}

Explanation: The video maintains high visual fidelity and adheres well to the prompt with consistent lighting and composition. The motion is generally smooth, although there is minor instability in certain frames. Overall, the quality is strong, with no major artifacts affecting the overall experience. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":90}

Explanation: The video closely respects the conditioning frame and maintains consistent lighting and motion throughout. The prompt is generally adhered to, though the presence of colorful items in the storefront could be more pronounced. The camera composition reflects a static mid-shot effectively. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":80,"motion_quality":85,"temporal_consistency":90,"visual_quality":85,"camera_composition":80}

Explanation: The generated video closely matches the conditioning frame and the prompt. The motion is smooth and consistent, and there are no visible artifacts or flickers. The scene is well-composed and lighting remains consistent, enhancing the overall visual quality. | overall_score=95 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":95,"motion_quality":95,"temporal_consistency":90,"visual_quality":95,"camera_composition":95}


Prompt: A person sits at a wooden table, their back to the camera, focused on a laptop with a green screen. The scene is set in a cozy living room with a grey sofa and several decorative elements like plants and a water bottle. Throughout the five-second sequence, they type consistently on the keyboard, conveying a feeling of concentration. The camera remains static, framing the upper body and laptop centrally, maintaining stability across frames. Daylight softens the ambiance, casting natural light and promoting a warm, relaxed mood. The background elements, including the position of the water bottle and sofa, remain unchanged, ensuring scene consistency and emphasizing the subject's quiet diligence.

Explanation: The video respects the conditioning frame and adheres to the prompt well, with consistent background and subject focus. Minor variations in motion fluidity slightly reduce motion quality and temporal consistency scores. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":92,"motion_quality":85,"temporal_consistency":89,"visual_quality":90,"camera_composition":92}

Explanation: The video adheres well to the prompt, capturing the typing motion and maintaining scene consistency. The initial fidelity matches the condition well, and the visual quality is relatively high. However, slight aliasing affects the overall visual quality. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":80,"camera_composition":85}

Explanation: The video maintains strong fidelity to the first frame and adheres closely to the prompt. Motion quality is good, with consistent typing, but could be smoother. Compositional stability and lighting adhere well to the prompt, maintaining a consistent and warm ambiance. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":95,"visual_quality":90,"camera_composition":90}

Explanation: The video maintains high fidelity to the conditioning frame and adheres closely to the prompt. Motion and temporal consistency are good, despite slight camera framing issues. Scene elements remain stable, supporting a cohesive presentation. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":92,"motion_quality":85,"temporal_consistency":90,"visual_quality":88,"camera_composition":80}

Explanation: The video sequence maintains excellent fidelity to the initial frame and adheres well to the prompt description. Motion is smooth with consistent typing action, and the scene remains consistent throughout. High visual quality and a stable camera add to the overall strength of the video. | overall_score=88 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":90,"motion_quality":92,"temporal_consistency":88,"visual_quality":90,"camera_composition":89}


Prompt: The scene features a news reporter in a dark blue suit and mint green tie, holding a microphone engraved with "TMJ4", standing on a city street. The reporter occupies the foreground, centrally framed, backed by a nighttime urban setting with parked police cars and dimly lit buildings. The temporal sequence involves the reporter speaking animatedly, occasionally glancing at notes. The camera remains static, maintaining a medium shot. Streetlights cast a warm glow, contrasting with the cooler tones of the dusk ambiance, creating a somber yet professional mood. Consistently, the reporter’s position, attire, and the urban backdrop remain unchanged throughout the five-second clip.

Explanation: The generated frames closely match the conditioning first frame in terms of composition, setting, and attire. The visual quality is high with coherent lighting matching the prompt. Minor issues like subtle motion artifacts and slight temporal inconsistencies prevent a perfect score. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":85,"visual_quality":95,"camera_composition":90}

Explanation: The generated video maintains high fidelity to the conditioning frame and adheres closely to the prompt conditions. Motion quality is smooth with minimal artifacts, and visual consistency is well-maintained throughout the sequence. The static camera composition suits the professionalism of a news report setting. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":92,"visual_quality":88,"camera_composition":90}

Explanation: The generated video closely follows the conditioning frame and the prompt, maintaining the reporter’s attire and setting consistently. Motion and camera composition are well-executed with minor visual artifacts, resulting in a high-quality output. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":92,"visual_quality":90,"camera_composition":93}

Explanation: The video generation matches the conditioning frame almost perfectly, retaining the reporter's appearance and setting accurately. Motion quality is smooth, with the reporter's actions fitting the prompt. Overall visual and temporal consistency are well maintained, with no apparent artifacts or major issues. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":90,"visual_quality":93,"camera_composition":93}


Prompt: A man in a gray hoodie sits centrally on a black couch in a warmly lit room, backdropped by a large window with blinds partially drawn. To his left, a framed poster of treadmills hangs above a small table with a lamp and a kettlebell. The scene remains stable across the clip, capturing him gesturing occasionally while speaking animatedly. The camera is static, maintaining a medium close-up shot throughout. The light casts soft, warm hues, emphasizing a relaxed, conversational mood. The subject's position, background elements, and lighting remain consistent, focusing on his expressive movements and dialogue.

Explanation: The video maintains high fidelity to the first frame with consistent camera composition, background elements, and lighting. Some minor identity drift and slight temporal inconsistencies were observed, affecting motion quality and temporal consistency slightly. Overall, visual quality is good with clear shots throughout. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":80,"visual_quality":85,"camera_composition":90}

Explanation: The video respects the initial frame with consistent composition and clear lighting, maintaining a relaxed mood. However, there is occasional flicker and some frames show temporal inconsistency, affecting motion and continuity quality. | overall_score=75 | aspect_scores={"first_frame_fidelity":80,"prompt_adherence":85,"motion_quality":70,"temporal_consistency":65,"visual_quality":80,"camera_composition":75}

Explanation: The video adheres closely to the prompt, maintaining consistency in the subject's position and background. There are minor issues with flickering and slight geometry instability, but the first frame shows high fidelity to the conditioning frame. The overall visual quality could be better, with slight improvements needed in motion quality. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":95,"motion_quality":80,"temporal_consistency":85,"visual_quality":80,"camera_composition":95}

Explanation: The video maintains good adherence to the conditioning frame and prompt with consistent lighting and composition. The motion and temporal consistency are slightly reduced by minor flickering, but no major artifacts are present. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":88,"motion_quality":84,"temporal_consistency":82,"visual_quality":87,"camera_composition":89}


Prompt: A transparent glass filled with dark, fizzy cola and ice cubes is captured from a close-up perspective. Golden bubbles effervesce around the ice as they ascend through the liquid. The scene maintains a warm, amber-toned lighting, creating an inviting and refreshing mood. The camera remains static, focusing steadily on the swirling motion of the liquid and the intricate details of the ice. The texture of the glass and fluid dynamics are consistent, with soft reflections shimmering off the ice surface. Emphasize the smooth, continuous flow of cola and the play of light on the bubbles while ensuring the composition remains unchanging throughout the sequence.

Explanation: The generated frames maintain strong fidelity to the conditioning frame with consistent lighting and texture. Prompt adherence is evident with noticeable bubble effervescence and cola flow. However, minor temporal inconsistencies and slight camera shifts affect temporal consistency and composition scores. | overall_score=82 | aspect_scores={"first_frame_fidelity":88,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":82,"visual_quality":86,"camera_composition":79}

Explanation: The video accurately follows the first frame and keeps a high level of detail and consistency in depicting cola and ice. Motion and composition maintain the focus and feel as per the prompt, with only minor fluctuations in fluid dynamics. | overall_score=89 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":88,"motion_quality":85,"temporal_consistency":92,"visual_quality":87,"camera_composition":89}

Explanation: The video closely aligns with the conditioning frame and captures the requested details and lighting effectively. The fluid dynamics and bubble motion are smooth, though a slight temporal inconsistency causes some bubbling changes. Visual composition remains consistent, but small artifacts could be improved. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":80,"visual_quality":85,"camera_composition":85}

Explanation: The generated frames strongly adhere to the conditioning frame with consistent camera composition and warm lighting. The motion and bubble dynamics are well-produced, though minor flickering occasionally disrupts temporal consistency. Visual quality is mostly high, with clear textures and reflections. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":88,"motion_quality":85,"temporal_consistency":84,"visual_quality":82,"camera_composition":86}


Prompt: The scene opens with a static frame showing an empty template with placeholders for two videos labeled "VIDEO #1" and "VIDEO #2." Central text invites viewers to watch more content, accompanied by a bright red "SUBSCRIBE" button. The background is a smooth gradient of teal and blue, lending a calm and inviting mood. The frame remains stable, focusing on the text elements throughout the clip's duration. Subtle animation introduces a gentle transition effect, keeping the text crisp and consistently colored. The lighting is even, with no shadow play, maintaining a straightforward and clean aesthetic. The camera remains entirely static with no movement or zoom, ensuring that the on-screen elements are perfectly clear and centered.

Explanation: The generated video closely follows the conditioning frame, maintaining a static and centered layout. The video has a minor flicker and slight cursor movement, affecting visual quality and motion smoothness. However, the overall adherence to the prompt and the use of a consistent background are well-executed. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":75,"temporal_consistency":80,"visual_quality":70,"camera_composition":89}

Explanation: The video accurately reflects the conditioning first frame and adheres closely to the prompt, keeping a static camera and maintaining visual quality. Minor flickering slightly affects temporal consistency. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":85,"visual_quality":90,"camera_composition":95}

Explanation: The video maintains high fidelity to the first frame and prompt, with consistent colors and a clear, static composition. However, minor flickering and some slight geometry instability over time affect temporal consistency. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":85,"camera_composition":90}

Explanation: The video exhibits high fidelity to the initial conditioning frame and the prompt, maintaining a static composition with minor flickering. Text and button placements are consistent, and the color gradient is accurate. However, subtle flickering affects motion quality. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":90}


Prompt: A fluffy white and gray cat with pink nose and closed eyes lies comfortably on a sunlit window ledge inside a quiet room. The window on the right is frosted, with a softly textured wall adjacent to it. Over the course of five seconds, the cat gently shifts its body, expressing contentment, while a soft ambient light bathes the scene, bringing warmth and tranquility. The camera remains static throughout, providing a stable, close-up view that captures every subtle motion. The lighting remains constant, maintaining a serene and relaxed mood as the sequence unfolds, emphasizing the cat's peaceful state.

Explanation: The generated video closely matches the conditioning frame and prompt, with the cat appearing relaxed and subtly moving. The motion is smooth and the scene maintains its serene mood. Minor adjustments could enhance temporal consistency. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":90,"camera_composition":90}

Explanation: The generated frames closely match the conditioning first frame, maintaining high visual quality and adherence to the prompt. The motion quality is smooth, with subtle and realistic movements, but slightly repetitive. Temporal consistency is strong, with minimal artifacts or noise. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":88,"visual_quality":92,"camera_composition":94}

Explanation: The video maintains high visual quality, with excellent continuity in the cat's appearance and environment. Motion is subtle and consistent with the prompt, but minor temporal consistency issues were noted with slight repetitiveness. The composition remains stable and visually appealing throughout. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":80,"motion_quality":85,"temporal_consistency":80,"visual_quality":90,"camera_composition":85}

Explanation: The video maintains high fidelity to the conditioning frame and adheres mostly to the prompt with subtle, content movements. Visual quality and composition are strong, but minor temporal inconsistencies in the cat's movement slightly impacted motion quality and temporal consistency. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":85,"visual_quality":90,"camera_composition":90}


Prompt: In a dimly lit room casting a soft blue hue, an individual with a beard and wearing a faded 'faith' t-shirt sits facing the camera at eye level. The background features a blurred computer screen displaying colorful graphics, flanked by speakers. Throughout the 5-second sequence, they engage animatedly in conversation, using expressive hand gestures. The static camera maintains a medium close-up framing, capturing their upper body consistently. The room's lighting creates a calm, focused atmosphere, enhancing the warm, approachable mood. Elements such as the subject's position, attire, and desk items remain stable, ensuring visual consistency and cohesion across all frames.

Explanation: The generated video maintains high fidelity to the conditioning frame and adheres closely to the prompt description. The motion is smooth with consistent temporal alignment, and the camera composition matches the specified medium close-up framing. No major visual artifacts are present. | overall_score=95 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":95,"motion_quality":94,"temporal_consistency":93,"visual_quality":95,"camera_composition":97}

Explanation: The video respects the conditioning frame well, with high fidelity and adherence to the prompt. Motion and temporal consistency are generally strong, though slight instability in geometry was observed. | overall_score=84 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":90,"camera_composition":85}

Explanation: The video maintains high fidelity to the conditioning frame and adheres well to the prompt, with expressive gestures. There are minor inconsistencies in motion and slight geometry shifts, but overall, temporal consistency and camera composition are well executed. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":90,"camera_composition":85}

Explanation: The generated video frames maintain high fidelity to the conditioning frame, offering strong visual consistency and faithful adherence to the prompt. The lighting and composition are consistent throughout, and the subject's expressive gestures are clear. However, there is minor identity drift and slight instability in motion fluidity across frames. | overall_score=84 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":82,"visual_quality":88,"camera_composition":90}


Prompt: A middle-aged man with salt-and-pepper hair wears a navy shirt, sitting close beside a woman with long dark hair and a mint green top on a beige sofa. They share an intimate, tranquil moment in a sunlit living room. The large windows behind them reveal blurred greenery. Soft, natural lighting fills the scene with warmth, enhancing the pale pastel colors and cozy textures. The camera remains static, capturing a mid-shot that focuses on their peaceful expressions and relaxed body language. Over five seconds, the man gestures lightly with his right hand, maintaining eye contact with the woman, who listens attentively. The serene mood and spatial arrangement persist throughout.

Explanation: The video maintains strong fidelity to the first frame and adheres closely to the provided prompt, capturing the peaceful and intimate atmosphere. Motion and expression changes are subtle and coherent, with minimal issues in visual quality and consistency. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":87,"camera_composition":90}

Explanation: The generated frames are consistent with the conditioning frame and adhere well to the prompt's visual style and composition. However, the motion quality was diminished by minimal hand gesturing, and slight flickering affected temporal consistency. The overall visual and compositional quality were strong. | overall_score=78 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":70,"temporal_consistency":75,"visual_quality":80,"camera_composition":75}

Explanation: The generated video maintains high fidelity to the conditioning frame with consistent colors and setting. The prompt is adhered to well, with appropriate character positioning and ambiance. However, minor flicker and limited hand motion slightly reduce the overall quality. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":80,"camera_composition":95}

Explanation: The video closely matches the conditioning frame with minimal identity drift. Motion and spatial arrangement are consistent, though slight hand movement instability was observed. The visual quality is good, but minor flicker in some frames is noted. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":85,"camera_composition":90}


Prompt: A person sits comfortably on a couch with light fabric while typing on a silver laptop placed on their lap. The camera focuses closely on their hands, capturing the rhythmic movement of fingers over the keyboard in a steady, unchanging frame. The scene is lit by soft, natural light, creating a warm and relaxed atmosphere. The room’s background remains nondescript, keeping the attention on the typing action. Throughout the 5-second clip, the camera maintains a steady position, ensuring a consistent view of the hands and laptop. The overall mood is calm and focused, with smooth hand movements and lighting consistency preserved throughout the sequence.

Explanation: The video maintains high fidelity to the conditioning frame, with smooth hand movements consistent with the typing action. However, slight camera drift and minor temporal inconsistencies reduce overall adherence to the prompt. | overall_score=80 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":75,"visual_quality":80,"camera_composition":75}

Explanation: The video started with a frame that closely matched the conditioning image, but gradually drifted by showing more of the person than the prompt suggested. Despite the camera moving slightly, smooth hand motion and lighting consistency are maintained. | overall_score=72 | aspect_scores={"first_frame_fidelity":60,"prompt_adherence":75,"motion_quality":80,"temporal_consistency":70,"visual_quality":75,"camera_composition":75}

Explanation: The video maintains a consistent lighting and smooth hand typing motion, adhering closely to the prompt. However, there is a slight camera drift, impacting temporal consistency. The initial frame largely matches the conditioning frame, ensuring good fidelity. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":80}

Explanation: The video maintains strong fidelity to the first frame and adheres well to the prompt in terms of composition and lighting. The motion quality is generally smooth, but there is slight inconsistency in temporal continuity as the framing shifts, which affects adherence to the steadiness requested in the prompt. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":75,"visual_quality":90,"camera_composition":95}


Prompt: A vibrant goldfish with orange and white scales swims gracefully in a large aquarium. The tank features a tall, lush green plant on the left and a prominent stone center stage, supported by red pegs. The background is a sleek black, enhancing the vivid colors. The clip captures the fish darting playfully amidst gentle water currents and rising bubbles, while a filter hums quietly on the right. The camera remains static, providing a full view of the tank. Soft, diffused lighting creates a serene, calm atmosphere with a clear focus. Throughout, the water clarity and layout of decorations remain consistent, ensuring a peaceful visual experience.

Explanation: The video maintains high fidelity to the first frame, with the elements of the aquarium remaining consistent. The fish’s movement is smooth and aligns with the prompt. The visual quality and static camera composition are excellent, enhancing the serene atmosphere. | overall_score=95 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":92,"motion_quality":97,"temporal_consistency":98,"visual_quality":95,"camera_composition":98}

Explanation: The video respects the initial frame setup closely and adheres well to the prompt. Motion is fluid, and camera composition remains stable throughout. There are minor deviations from perfect temporal consistency due to slight flickers, but these are not significant enough to cause major disruption. | overall_score=82 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":88,"temporal_consistency":82,"visual_quality":85,"camera_composition":84}

Explanation: The video generation maintained great fidelity to the conditioning frame and followed the prompt well with a consistent layout. Motion quality was generally good but slightly hampered by occasional blur. Visual quality remained high overall with the camera providing a clear, static view of the aquarium. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":80,"visual_quality":85,"camera_composition":90}

Explanation: The video successfully maintains consistency with the conditioning frame and adheres well to the prompt. Motion is smooth, and the visual quality is high, though slight variations in fish movement could suggest minor temporal inconsistencies. Overall, the video maintains a visually pleasing and serene aquatic environment. | overall_score=84 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":87,"camera_composition":85}


Prompt: A young girl in a sunlit grove twirls on a paved path, wearing a flowing white dress and a straw hat. Her long hair cascades elegantly, catching gleams of golden light filtering through the trees. The background is a soft, blurred blend of green and brown, suggesting lush foliage. Over a five-second span, she spins gracefully, her dress billowing with each turn. The camera remains static with a medium-wide frame, capturing her full motion. Warm, diffused lighting enhances the serene, dreamy atmosphere, casting soft shadows and subtle lens flares. Throughout, her position and demeanor remain constant, embodying playful innocence and joy amidst the tranquil setting.

Explanation: The video exhibits high fidelity to the conditioning frame with consistent details and prompt adherence. Motion is smooth and falls in line with the prompt, with the dress motion appearing fluid and realistic. Visual quality is enhanced by warm lighting and soft shadows, though the framing could slightly improve to emphasize dynamic spinning more effectively. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":93,"temporal_consistency":92,"visual_quality":94,"camera_composition":90}

Explanation: The video accurately reflects the conditioning frame and stays true to the prompt, with smooth motion and high visual quality. However, there are slight inconsistencies in the temporal flow which slightly affect the overall experience. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":75,"visual_quality":90,"camera_composition":85}

Explanation: The video adheres well to the prompt with smooth, consistent motion and high visual quality. The first frame aligns closely with the conditioning image, and the video maintains the composition and lighting described in the prompt. Some minor deviations in the prompt adherence prevent a perfect score. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":94,"temporal_consistency":90,"visual_quality":93,"camera_composition":92}

Explanation: The video adheres well to the conditioning frame and maintains a consistent style throughout. Motion is smooth and aligns with the prompt, though minor temporal inconsistencies are present. Visual quality is high, capturing the dreamy atmosphere described. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":94,"motion_quality":92,"temporal_consistency":88,"visual_quality":89,"camera_composition":93}


Prompt: In a dimly lit stone chamber, a serene woman in a blue and gold robe cradles an infant. She sits on a vibrant woven rug, surrounded by figures in flowing robes performing gestures of reverence. The background reveals a rustic stone wall with soft shadows. Over the course of the clip, the camera remains static, capturing the intimate stillness of the moment. Warm, gentle lighting creates a soothing, sacred atmosphere, enhancing the rich, earthy tones. Consistency in subject positioning, attire, and lighting must be maintained throughout, preserving the contemplative mood and setting.

Explanation: The generated video maintains excellent fidelity to the conditioning frame and adheres closely to the prompt's serene and sacred atmosphere. Motion is minimal and smooth, preserving the contemplative setting. Some minor temporal inconsistencies are present but do not detract significantly from the overall quality. | overall_score=92 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":90,"visual_quality":90,"camera_composition":90}

Explanation: The generated video holds fidelity to the conditioning frame, maintaining characters and background well. However, slight flickering and motion inconsistencies appear, causing identity drift and affecting temporal consistency. Overall visual quality and camera composition show some instability due to minor artifacts. | overall_score=65 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":80,"motion_quality":70,"temporal_consistency":60,"visual_quality":60,"camera_composition":60}

Explanation: The video maintains high fidelity to the conditioning frame with consistent visual elements and lighting. While movement is subtle to maintain the serene atmosphere, temporal consistency could be slightly improved due to minor flickers. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":85}

Explanation: The video maintains excellent fidelity to the first frame with minimal visual deviation. The prompt is well-adhered to, capturing the serene and sacred atmosphere. Minor issues include slight motion instability and temporal inconsistencies but these are limited. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":90}


Prompt: A lone pedestrian, wearing a red cap and dark jacket, walks briskly past a large, vibrant billboard with the word “Move” prominently displayed. The billboard, occupying the left half of the frame, depicts a blurred, illuminated city scene with warm, saturated colors reflecting on wet pavement, creating a sense of dynamism. The camera remains static, capturing the harmonious contrast between the still urban backdrop and the flow of people. The lighting is bright with a natural daylight wash, ensuring clarity and emphasizing textures on the neutral-colored wall behind. The action unfolds steadily over five seconds, maintaining the pedestrian's path and speed to preserve continuity.

Explanation: The video maintains high fidelity to the first frame and effectively adheres to the prompt. There is smooth motion throughout, and the lighting is consistent with the description. However, there is a slight drop in adherence where the pedestrian's pace isn't perfectly maintained. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":87,"temporal_consistency":90,"visual_quality":88,"camera_composition":90}

Explanation: The video closely matches the initial frame and adheres to the prompt with good visual quality and composition. However, there is minor identity drift as the pedestrian appears inconsistent across frames, affecting temporal consistency. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":80,"temporal_consistency":75,"visual_quality":80,"camera_composition":85}

Explanation: The generated video maintains high fidelity to the conditioning frame and adheres well to the visual prompt with dynamic colors and clarity. However, temporal consistency is flawed with noticeable jumps in motion, diminishing the fluidity of the pedestrian's movement. | overall_score=75 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":80,"motion_quality":70,"temporal_consistency":60,"visual_quality":85,"camera_composition":75}

Explanation: The video demonstrates a strong adherence to the benchmark prompt, capturing the pedestrian's brisk walk and the vibrant billboard effectively. The motion and lighting maintain clarity and texture, though slight temporal jumps affect fluidity. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":90,"camera_composition":85}


Prompt: A man in a military uniform sits on an outdoor patio, surrounded by a lush garden and elegant white building. His short dark hair and decorated white shirt with insignias stand out, as he sits on a wicker chair with orange cushions. The setting is bright with a clear sky, with sunlight creating gentle shadows. He gestures expressively while speaking, maintaining his seated position throughout. The camera captures him steadily in a medium close-up shot, with occasional slight pans to follow his hand movements, ensuring his position remains constant. The scene’s warm, inviting ambiance is enhanced by soft natural lighting and vibrant color tones, maintaining a consistent mood.

Explanation: The generated video maintains strong fidelity to the first frame and adheres well to the prompt. Motion and temporal consistency are generally smooth, though minor flickering is observed. Visual quality is high, with appealing lighting and color tones. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":88,"camera_composition":83}

Explanation: The video starts with a frame closely matching the conditioning image. The setting, mood, and gesture dynamics align well with the prompt. However, there is minor flicker and some instability in motion and camera composition, slightly reducing temporal consistency. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":77,"visual_quality":80,"camera_composition":70}

Explanation: The generated video maintains high fidelity to the conditioning frame and adheres well to the prompt. The motion quality and camera composition are consistent, with slight variations. Visual quality is slightly affected by minor flicker, impacting temporal consistency. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":85,"camera_composition":95}

Explanation: The video generation maintains a high degree of fidelity to the first frame, accurately capturing the setting and character details. Prompt adherence is strong, with slight movement and expressive gestures well captured. Motion quality and temporal consistency are high, with a stable sequence flow. Visual quality is slightly reduced due to minor flickering, but camera composition remains focused on the subject. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":85,"visual_quality":80,"camera_composition":90}


Prompt: A young person in a blue t-shirt is seated at a table covered with a white and pink patterned cloth. In front of them are two JetBlue water bottles, a red straw, and some coins. The room features colorful curtains with geometric shapes and a decorative elephant figurine on the left. They move their hands, rearranging the bottles and straw, with a focus on precise placement. The camera remains static, maintaining a centered frame. Lighting is bright and evenly distributed, enhancing the cheerful and informal atmosphere. Objects maintain consistent positions relative to each other as the action unfolds smoothly over the five seconds.

Explanation: The generated video opens with a frame that accurately matches the conditioning first frame. The adherence to the prompt is strong, with all specified objects present and actions well represented. Motion quality is smooth, though there are slight flickers and minor mismatches in object positions across frames. Lighting and composition effectively recreate the intended atmosphere. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":88,"motion_quality":83,"temporal_consistency":85,"visual_quality":82,"camera_composition":87}

Explanation: The generated video generally maintains fidelity with the given first frame and follows the prompt well in terms of setting, objects, and atmosphere. The motion, although smooth, suffers from some minor temporal inconsistencies. An issue with an apparent text watermark affects the visual quality score. | overall_score=74 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":80,"motion_quality":70,"temporal_consistency":65,"visual_quality":75,"camera_composition":85}

Explanation: The video maintains consistent lighting and object placement as per the prompt. Some flicker and minor temporal inconsistencies were observed, affecting overall fluidity. Camera composition slightly off with minor alignment issues. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":77,"visual_quality":80,"camera_composition":70}

Explanation: The generated frames maintain a high fidelity to the conditioning frame with minor variations. Motion is smooth with consistent object placement, adhering well to the prompt. The camera composition remains centered, though slight lighting inconsistencies are observed. The video carries a cheerful atmosphere as described. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":85,"temporal_consistency":80,"visual_quality":80,"camera_composition":85}


Prompt: A hand in a cozy, beige sweater approaches a sleek, black coffee grinder on a light wood countertop in a minimalist kitchen. A glass pitcher sits to the left, and an electronic scale lies nearby. The hand gently turns the dial on the grinder, and the camera captures this action in a static, centered frame. Soft ambient lighting casts a warm glow, enhancing the neutral tones and smooth textures throughout the scene. Throughout the sequence, the lighting, spatial arrangement of the elements, and the neutral, calm mood remain consistent, while the hand's movements interact with the grinder deliberately.

Explanation: The video generation closely matches the conditioning frame, maintaining spatial arrangement and lighting. The hand's movement is smooth, with stable geometry and consistent composition throughout. There are no noticeable artifacts or frame jumps. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":88,"camera_composition":90}

Explanation: The video demonstrates high fidelity to the conditioning first frame and maintains consistent lighting and composition throughout. The hand motion is fluid, though minor inconsistencies in motion and temporal coherence were observed. Visual quality is high, with a clear, minimalistic aesthetic as described in the prompt. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":80,"visual_quality":90,"camera_composition":85}

Explanation: The video maintains high fidelity to the conditioning frame, with minimal identity drift and consistent lighting. The motion of the hand is smooth and deliberate, matching the prompt well. Composition is centered as described, and the visual quality remains high with no noticeable artifacts. | overall_score=95 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":95,"visual_quality":95,"camera_composition":95}

Explanation: The video closely matches the conditioning frame and adheres well to the prompt. The motion of the hand is smooth and deliberate, maintaining consistency throughout the sequence. The lighting and spatial arrangement remain stable, enhancing the video’s visual appeal. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":92,"temporal_consistency":90,"visual_quality":94,"camera_composition":91}


Prompt: A steady camera captures an overhead view of a rain-soaked street, dominated by a large puddle reflecting the cloudy sky. Raindrops continuously ripple across the water's surface, while leaves from an overhanging tree occasionally drop into the frame. A stray piece of paper floats nearby, subtly shifting with the rain's rhythm. The muted gray asphalt contrasts with the vibrant green foliage above, creating a calm, introspective mood. The camera remains static throughout the sequence, maintaining focus on the serene interaction between nature and city elements. The lighting is soft and consistent, enhancing the texture of both the wet pavement and shimmering puddles, with all elements remaining stable over the clip's duration.

Explanation: The video maintains good fidelity with the first frame, capturing the mood and elements of the prompt effectively. Minor issues of temporal consistency and motion quality are present but do not majorly detract from the overall adherence to the prompt. | overall_score=76 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":75}

Explanation: The video maintains strong fidelity to the first frame and adheres well to the prompt. Raindrop ripples and floating paper are depicted effectively, although there is minor flicker and slight instability in temporal consistency. Overall visual quality is robust with effective use of lighting and composition. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":75,"visual_quality":82,"camera_composition":85}

Explanation: The generated video maintains high fidelity to the conditioning frame and adheres well to the prompt, with a static camera capturing the serene environment described. There is slight fluctuation in motion quality and consistency, but overall visual quality remains strong. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":90,"camera_composition":90}

Explanation: The generated video closely maintains the elements from the conditioning frame with stable camera work and smooth motion of raindrops and floating paper. Occasional leaves dropping add to the prompt adherence. Minor flickers and subtle inconsistencies in lighting slightly reduce the visual quality score. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":85,"visual_quality":80,"camera_composition":90}


Prompt: A calm scene showcasing a row of vibrant tealight candles arranged in a line on a wooden table with a centered red candle in a glass holder behind them. The background is dimly lit to emphasize the elegance of the candle flares, casting soft shadows on the amber-hued tabletop. Over five seconds, the video captures the gentle flickering of the flames while the camera remains in a static position with a fixed framing, focusing steadily on the arrangement. Warm, amber lighting prevails, setting a serene and contemplative mood. Throughout the clip, the spatial layout of the candles and the background must remain consistent, with no alterations in the camera angle or lighting condition.

Explanation: The video stays true to the conditioning frame and captures the calm scene effectively. There are some minor temporal inconsistencies in flame flicker smoothness, but overall, the motion and composition remain stable and visually pleasant. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":80,"visual_quality":85,"camera_composition":90}

Explanation: The generated video shows strong adherence to the first frame and keeps a consistent camera composition throughout. The flickering motion quality could be smoother, as there are slight variations in flame movement. Overall, the visual quality is well-maintained, and there are no major issues with temporal consistency. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":88,"visual_quality":93,"camera_composition":95}

Explanation: The generated video maintains high fidelity to the conditioning frame and adheres well to the prompt. The candles flicker gently, and the camera remains static as required. There are minor issues with temporal consistency seen in slight flicker and visual artifacts, but these do not significantly detract from the overall quality. | overall_score=84 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":80,"camera_composition":90}

Explanation: The video maintains a consistent layout and lighting with high-quality visuals. The gentle flickering motion is smooth, but there is a slight repetitive pattern that reduces variation. The first frame aligns well with the conditioning frame. Overall, it effectively captures the tranquil, contemplative mood described in the prompt. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":85}


Prompt: In this dynamic sequence, the camera travels inside a powerful ocean wave, capturing a stunning view from within the barrel. The wave forms a natural, swirling tunnel of deep green water, with translucent textures and foamy white highlights. The light filters gently through the water, creating a serene and immersive mood. The camera maintains a consistent forward movement, as though riding the wave, providing a smooth, continuous experience. The colors remain deep and vibrant, with the green hues of the sea contrasted by the white foam. Throughout the clip, the fluid motion of the water and the perspective inside the wave barrel must remain constant, ensuring a seamless and immersive ocean adventure.

Explanation: The video maintains high fidelity to the conditioning frame with consistent camera movement and vibrant colors. However, small deviations in geometry and minor flickering slightly reduce visual quality and temporal consistency. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":85,"visual_quality":80,"camera_composition":85}

Explanation: The video maintains high fidelity to the first frame and adheres well to the prompt, capturing the movement inside a wave. The visual quality is high, with strong colors and consistent textures. The only minor concern is a slight lack in the vibrancy contrast between greens and whites described in the prompt. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":94,"temporal_consistency":93,"visual_quality":95,"camera_composition":90}

Explanation: The video maintains excellent fidelity to the conditioning first frame and adheres well to the prompt, showcasing a smooth journey within the wave barrel. Slight temporal consistency issues are noted but are minor. The visual quality and camera composition remain strong, achieving a largely immersive experience. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":90,"temporal_consistency":85,"visual_quality":90,"camera_composition":90}

Explanation: The generated video maintains high fidelity to the conditioning frame, with consistent colors and textures that adhere well to the prompt. Motion through the wave is smooth, and there are no evident artifacts or flickers. The composition effectively captures the inside of the wave barrel, although slight camera wobble reduces motion quality and composition scores. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":90,"camera_composition":85}


Prompt: In a 5-second clip, swirling iridescent patterns of blue, pink, and green form an abstract, liquid-like surface. The camera maintains a subtle zoom and pan effect, revealing intricate details in the vibrant colors. Light softly glows, enhancing the rich saturation and creating a dreamy, surreal ambiance. The fluid movement of the colors suggests a gentle, continuous flow, with no abrupt changes. Textures remain smooth, blending seamlessly as colors shift across the frame. Throughout, the composition retains coherence, with colors flowing harmoniously and maintaining spatial consistency, ensuring a mesmerizing, tranquil mood.

Explanation: The generated video maintains high fidelity with the conditioning frame and adheres well to the prompt with swirling, vibrant patterns. The motion is fluid with a subtle zoom and pan effect, but some minor inconsistency in spatial flow was noted. | overall_score=86 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":85,"temporal_consistency":80,"visual_quality":90,"camera_composition":85}

Explanation: The video maintains high fidelity to the first frame with intricate details. The swirling patterns adhere closely to the prompt, and the motion is fluid with no visible artifacts. The color transitions are smooth and coherent, although a slightly stronger zoom and pan effect could enhance the camera composition. | overall_score=92 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":90,"motion_quality":92,"temporal_consistency":95,"visual_quality":93,"camera_composition":86}

Explanation: The video maintains high fidelity to the conditioning frame and effectively delivers on the prompt with smooth and coherent swirling patterns. The motion and camera composition are dynamic, with subtle zoom and pan effects. Minor penalties were applied for slight variations in motion quality. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":88,"motion_quality":80,"temporal_consistency":85,"visual_quality":87,"camera_composition":83}

Explanation: The generated video has a high fidelity to the conditioning frame, with swirling patterns and vibrant colors that adhere well to the prompt. The motion is fluid, and colors blend smoothly, maintaining spatial consistency. The camera movement is a bit subtle but still contributes to a tranquil ambiance. | overall_score=83 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":88,"visual_quality":86,"camera_composition":75}


Prompt: In a bright kitchen, atop a silver stovetop, an overhead view captures a black frying pan centered in the frame. The hand of a cook pours soy sauce from a silver measuring cup, followed by sugar from a yellow bowl, into the pan. This sequence unfolds smoothly, with each ingredient blending into the glossy liquid. The static camera ensures a consistent top-down perspective, highlighting the process. Sunlight casts soft shadows, and the warm tones evoke a calm, inviting atmosphere. Throughout the clip, the pan remains integral, maintaining its position and orientation, ensuring spatial consistency and focusing attention on the culinary action.

Explanation: The video accurately represents the conditioning frame with stable camera composition and adherence to the top-down perspective. However, there is minor geometry instability and flicker in the movement which disrupt motion quality and temporal consistency slightly. Overall, the scene aligns well with the prompt description. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":70,"temporal_consistency":75,"visual_quality":65,"camera_composition":80}

Explanation: The video starts with high fidelity to the conditioning frame, maintaining compositional stability and adhering closely to the prompt. The motion quality is smooth, though slight temporal jumps are noted. A text overlay attempts manipulation, impacting perceived visual quality. | overall_score=95 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":90,"visual_quality":95,"camera_composition":95}

Explanation: The video maintains high fidelity to the conditioning frame and adheres well to the prompt. Motion is smooth and the top-down perspective is consistent. Visual quality is slightly lower due to text overlay, which is considered a manipulation attempt. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":80,"camera_composition":90}

Explanation: The video maintains good fidelity to the first frame. The prompt is generally followed, with the correct overhead view and ingredient sequence. However, motion quality suffers from noticeable flicker and temporal jumps during pouring, impacting consistency. | overall_score=72 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":70,"temporal_consistency":65,"visual_quality":75,"camera_composition":85}


Prompt: A man with curly gray hair, wearing a red sleeveless shirt and dark workout pants, stands front and center in a gym studio. The background features an array of colorful exercise balls and neatly stacked mats against a teal wall. Over the five-second clip, he performs an exercise routine with expressive arm movements, maintaining eye contact with the camera. The camera remains static with medium framing, capturing his full figure consistently. Soft, even lighting enhances the vibrant colors of the environment, evoking an energetic and motivational mood. His positioning, attire, and the gym setup are stable throughout, ensuring continuity in appearance and layout.

Explanation: The video maintains high fidelity to the conditioning first frame and adheres well to the prompt in terms of attire, setting, and lighting. Motion quality is good but slightly impacted by minor temporal jumps. Visual quality and camera composition are well executed, contributing to an overall stable and engaging presentation. | overall_score=80 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":75,"temporal_consistency":70,"visual_quality":85,"camera_composition":90}

Explanation: The video maintains a good level of detail and vibrant colors matching the prompt. However, slight identity drift and occasional frame warping affect the temporal consistency and visual quality. The first frame closely respects the conditioning frame. | overall_score=79 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":82,"motion_quality":78,"temporal_consistency":75,"visual_quality":77,"camera_composition":85}

Explanation: The video maintains the gym setup and vibrant colors, sticking closely to the prompt. However, there are noticeable temporal jumps which affect the video's smoothness, and minor geometric shifts slightly impact the fidelity. | overall_score=75 | aspect_scores={"first_frame_fidelity":80,"prompt_adherence":85,"motion_quality":70,"temporal_consistency":65,"visual_quality":75,"camera_composition":80}

Explanation: The video maintains high fidelity to the conditioning frame and adheres well to the prompt. However, there are minor temporal inconsistencies, such as jumps in motion, which affect temporal consistency. The camera composition remains stable, and lighting is consistent and vibrant. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":85,"camera_composition":80}


Prompt: In a forest clearing at night, a fierce fire blazes across the ground, casting a vivid orange glow against a single standing tree. The camera remains static throughout the 5-second clip, capturing the intense movement of the flames flickering and dancing against the dark, smoky backdrop. The lighting is dominated by the fire's warm hues, contrasting the deep shadows of the surrounding woods. The mood is tense and dramatic as sparks fly upward. The tree stands as a constant amidst the chaos, anchored in the center-right of the frame, with the flames fluctuating in intensity but maintaining their overall position and fervor, ensuring consistent spatiotemporal harmony.

Explanation: The video maintains high fidelity to the conditioning first frame with a consistent tree and flames position. Overall visual quality is strong, but slight variations in flame movement slightly affect motion quality. The static camera composition is well executed. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":88,"temporal_consistency":94,"visual_quality":90,"camera_composition":95}

Explanation: The video closely adheres to the conditioning frame and prompt, with consistent fire animation and effective contrast between fire and shadows. The tree stays well-positioned throughout, and temporal harmony is maintained. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":93,"temporal_consistency":92,"visual_quality":90,"camera_composition":92}

Explanation: The generated video maintains strong fidelity to the conditioning frame, with excellent motion quality and temporal consistency. The adherence to the prompt is high, capturing the dramatic mood and lighting described. However, slight deviations in flame positioning and occasional minor artifacts affect visual quality. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":92,"temporal_consistency":90,"visual_quality":85,"camera_composition":88}

Explanation: The video closely matches the conditioning frame and adheres well to the prompt, maintaining a strong fiery atmosphere with smooth flame motion. Spatiotemporal harmony is consistent, and lighting reflects the dramatic scene. Slight motion repetition can be noted, but visual quality remains high with no significant artifacts. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":88,"visual_quality":90,"camera_composition":80}


Prompt: A stationary camera captures a dimly lit urban intersection at night. A white car parks in a residential driveway in the foreground, reflecting soft streetlights. A large yellow dumpster sits adjacent, casting a shadow on the pavement. Across the street, a two-story house with illuminated windows adds depth to the scene. Throughout the clip, streetlights cast a cold, ambient glow, creating a subdued, quiet mood. The camera remains static, encompassing the entire street view, while several cars pass through the intersection, signaling changes in traffic lights. The dumpster, car, and lighting remain consistent, ensuring environmental stability as time progresses.

Explanation: The video aligns closely with the first frame and overall prompt. However, there are noticeable flickers and some temporal jumps, affecting consistency. The lighting and camera composition are well-maintained, contributing to the overall atmosphere. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":85}

Explanation: The generated video closely matches the conditioning first frame and the prompt. There is minimal identity drift or flicker. However, the motion quality could be improved, as the movement of vehicles sometimes appears slightly unrealistic. | overall_score=80 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":75,"temporal_consistency":80,"visual_quality":85,"camera_composition":85}

Explanation: The generated frames maintain a high fidelity to the conditioning first frame and adhere well to the prompt, with consistent lighting and object placement. While the motion quality is good, slight smoothness improvements are needed. Overall, temporal consistency and camera composition are strong. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":90}

Explanation: The video maintains high fidelity to the conditioning frame and closely follows the prompt. The motion of passing cars is smooth, with occasional minor temporal jumps. Visual quality is excellent, with consistent lighting and static camera composition. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":90,"camera_composition":85}

Explanation: The video maintains high fidelity to the first frame and adheres well to the prompt descriptions. The scene is consistently lit with smooth vehicle motion and streetlight ambience. There are minor variations in lighting and car positioning, but overall, it captures the quiet, urban nighttime mood effectively. | overall_score=88 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":85,"visual_quality":90,"camera_composition":90}


Prompt: A vibrant aquarium scene features a collection of colorful fish, predominantly black and orange, gliding gracefully around a central intricate coral structure. The aquarium is set against a textured stone background, illuminated by soft overhead lighting that creates a serene ambiance. Small bubbles rise steadily from a substrate filter, maintaining a dynamic yet tranquil underwater environment. The static camera captures the scene in a wide frame, keeping all elements in focus. Over the 5-second duration, fish swim leisurely, showcasing consistent behavior and steady motion patterns. The mood remains peaceful throughout, with the lighting and colors maintaining stability, ensuring a cohesive visual experience.

Explanation: The video successfully maintains the style and elements of the conditioning frame, showing vibrant colors and ambient lighting. However, there are minor temporal jumps that disrupt the smoothness of motion and slight fluctuations in fish geometry. The camera composition is mostly stable, but slightly predictable. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":75}

Explanation: The generated video maintains high fidelity to the conditioning frame and adheres well to the prompt's requirements, featuring vibrant fish and a textured background. Motion is relatively smooth, though minor flickers and temporal jumps are present. Visual quality and camera composition are strong with a cohesive look throughout. | overall_score=82 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":78,"visual_quality":83,"camera_composition":84}

Explanation: The generated video maintains consistent motion and adheres well to the conditioning frame. However, there are slight lighting instabilities and flickering, and some deviations from the prompt regarding mood and ambiance. | overall_score=80 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":75,"motion_quality":80,"temporal_consistency":85,"visual_quality":75,"camera_composition":80}

Explanation: The video maintains high fidelity to the conditioning frame with consistent lighting and camera composition. Motion quality is smooth without evident jumps or flickers. The adherence to the prompt is good, showcasing fish movement and an aquarium setting, but lacks a bit in fully capturing the described ambiance and colorful detailing. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":80,"motion_quality":85,"temporal_consistency":90,"visual_quality":85,"camera_composition":85}

Explanation: The video maintains high fidelity to the first frame with cohesive colors and lighting. However, minor temporal inconsistencies and flickers detract from the seamless motion, affecting the overall experience. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":75,"visual_quality":85,"camera_composition":85}


Prompt: In a sunny outdoor garden setting, a person with blonde hair wearing a blue T-shirt and jeans adjusts a silver tripod, standing on a lush green lawn. The backdrop features a house with red-tiled roofs and tall, trimmed cypress trees, adding a Mediterranean feel. The scene's camera remains static, capturing a wide shot centered on the individual and equipment. The sequence shows gradual adjustments to the tripod height over five seconds, maintaining consistent lighting and color tones, emphasizing the tranquility and focus of a calm, productive afternoon. The person and tripod remain in the frame's center, ensuring stable spatial alignment throughout the clip.

Explanation: The generated video closely matches the conditioning frame and adheres to the prompt by maintaining the setting, subject, and motion quality. The lighting and colors remain consistent, enhancing the video's overall quality. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":90,"temporal_consistency":92,"visual_quality":95,"camera_composition":90}

Explanation: The generated frames closely match the conditioning frame, maintaining visual alignment and composition. The motion quality slightly lacks fluidity, and lighting consistency is maintained throughout the clip. The adherence to the prompt is strong, though minor inconsistencies in the medial tripod adjustment can be noted. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":90,"visual_quality":85,"camera_composition":90}

Explanation: The video closely follows the conditioning frame and maintains it throughout. There is smooth motion and temporal consistency, with no noticeable identity drift or geometry instability. The lighting and color tones are consistent, complying well with the prompt. | overall_score=95 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":95,"visual_quality":90,"camera_composition":100}

Explanation: The video maintains excellent fidelity to the first frame and adheres well to the prompt, capturing the Mediterranean garden setting with the person adjusting the tripod. While the motion is smooth and consistent, the watermark detracts slightly from the visual quality. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":90}

Explanation: The video maintains consistency with the conditioning frame, and captures the prompt setting well. The motion of the person adjusting the tripod is smooth, but there are minor flickers and slight temporal inconsistencies which slightly reduce the overall score. | overall_score=84 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":78,"visual_quality":88,"camera_composition":83}


Prompt: A chain-link fence dominates the foreground, framing the scene as cars rush along a highway beneath an overpass. The sequence captures consistent fast-moving vehicles, some with blurred lights suggesting speed. The camera remains static, emphasizing the fence’s position relative to the road. Over the five seconds, the midground and background display autumnal trees with muted greens and yellows, enhancing the texture and depth. Overcast lighting suggests an early morning or late afternoon setting, conveying a calm, slightly somber mood. The consistency demand is for the fence’s position and texture to remain unchanged, anchoring the temporal flow of cars streaming past steadily over repeating lanes while maintaining sharp environmental details.

Explanation: The generated video aligns well with the conditioning frame and follows the prompt, maintaining the chain-link fence as a stable reference point. The motion of vehicles is fluid and fits the described speed. Although minor visual variations exist, they do not significantly disrupt the overall quality and clarity of the scene. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":88,"motion_quality":85,"temporal_consistency":84,"visual_quality":86,"camera_composition":82}

Explanation: The video maintains the position and texture of the chain-link fence well, with fast-moving cars suggesting speed. The autumnal backdrop and overcast lighting are consistent with the prompt, although some slight flicker in car movements reduces motion quality. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":90}

Explanation: The generated video shows high fidelity to the initial condition frame, maintaining the fence's position and texture across all frames. While the video adheres well to the prompt with fast-moving cars and autumnal trees, minor flickering and temporal jumps slightly detract from overall motion quality and consistency. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":85,"camera_composition":90}

Explanation: The video maintains strong fidelity to the conditioning frame, and the prompt's elements are largely captured, with fast-moving cars and a steady camera composition. There is minor instability in temporal consistency but overall visual quality is high. | overall_score=85 | aspect_scores={"first_frame_fidelity":93,"prompt_adherence":88,"motion_quality":85,"temporal_consistency":83,"visual_quality":87,"camera_composition":88}

Explanation: The generated sequence maintains high fidelity to the conditioning frame and adheres well to the prompt regarding the setting and mood. The motion quality is good, but there are minor temporal inconsistencies that detract from overall smoothness. The visual and compositional quality is strong, effectively using the chain-link fence as a static element anchoring the scene. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":90,"camera_composition":90}


Prompt: In a serene forest setting, lush green foliage sways gently in the breeze. The camera remains static, capturing an intimate close-up of the branches laden with vibrant leaves, while hints of distant greenery form a soft, blurred background. The lighting is natural, casting a warm glow that enhances the rich green hues, creating a tranquil and refreshing mood. Over the five-second sequence, the foliage's gentle motion is consistently smooth, maintaining the focus and position of branches and leaves throughout. The texture of the leaves – smooth, with subtle variations in shade – must remain constant, conveying a sense of continuity and stability amidst the changing light, ensuring a seamless and immersive viewing experience.

Explanation: The generated video closely resembles the conditioning frame and adheres well to the prompt, providing a serene and continuous view of the foliage. Smooth motion and consistent lighting enhance the visual appeal, though a visible watermark detracts from the overall quality. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":87,"temporal_consistency":84,"visual_quality":83,"camera_composition":88}

Explanation: The video maintains a consistent lush greenery scene with smooth motion, adhering well to the prompt. However, a watermark is visible throughout, impacting visual quality. Minor temporal inconsistencies are present. | overall_score=78 | aspect_scores={"first_frame_fidelity":82,"prompt_adherence":85,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":85}

Explanation: The video closely follows the initial frame in composition and color fidelity, maintaining a similar serene and lush green forest setting. However, there is noticeable flicker and slight identity drift in foliage motion, which slightly disrupts temporal consistency and motion quality. The presence of a text overlay impacts the visual quality. | overall_score=75 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":70,"temporal_consistency":65,"visual_quality":75,"camera_composition":80}

Explanation: The video maintains a coherent close-up of the foliage with smooth, natural lighting. However, there are noticeable flickers affecting temporal consistency and watermarks impacting visual quality. | overall_score=64 | aspect_scores={"first_frame_fidelity":70,"prompt_adherence":65,"motion_quality":60,"temporal_consistency":55,"visual_quality":60,"camera_composition":75}

Explanation: The video closely follows the conditioning frame, maintaining the serene forest setting. Motion is smooth and foliage is consistent across frames. However, visible watermark and slight fluctuations in lighting affect the visual quality. | overall_score=75 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":70,"motion_quality":75,"temporal_consistency":70,"visual_quality":65,"camera_composition":80}


Prompt: In a five-second continuous shot, a person's hands type on a sleek silver laptop positioned on a table in a softly lit home office. The camera remains static with a close-up framing, focusing solely on the hands and keyboard. The environment features a warm color palette, creating a cozy and focused mood. Consistent ambient lighting ensures soft shadows, and the metallic texture of the laptop highlights its modern design. Over time, the movement of the fingers on the keyboard is the primary action. Stability in the camera's position and lighting is crucial, emphasizing the subtle yet rhythmic typing motion, ensuring uniformity throughout the clip.

Explanation: The video maintains high fidelity to the first frame, with consistent lighting and composition throughout. The typing motion is smooth, matching the prompt requirements. The camera remains stable, and the lighting supports a cozy environment. There are no noticeable artifacts or identity drifts. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":92,"motion_quality":90,"temporal_consistency":93,"visual_quality":91,"camera_composition":93}

Explanation: The video maintains high fidelity to the conditioning frame with consistent lighting and focus on typing motion as per the prompt. However, slight temporal jumps were noticed, affecting the overall temporal consistency. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":90,"camera_composition":85}

Explanation: The video accurately maintains the initial conditioning frame throughout, with stable hand motion and consistent lighting. The camera composition remains static and adheres closely to the given prompt, reflecting a cozy and focused mood. | overall_score=91 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":95,"motion_quality":92,"temporal_consistency":89,"visual_quality":93,"camera_composition":92}

Explanation: The video maintains high fidelity to the conditioning frame and matches the prompt well, with clear focus on hands typing on the laptop. The motion and temporal consistency are strong, with smooth finger movements and stable camera composition. Visual quality is high, capturing the cozy mood described in the prompt. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":93,"motion_quality":90,"temporal_consistency":92,"visual_quality":94,"camera_composition":90}

Explanation: The video maintains high fidelity to the conditioning first frame and effectively adheres to the prompt, with appropriate lighting and composition. Motion is smooth and focused on typing, although there is minor fluctuation in lighting consistency across frames. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":80,"camera_composition":90}


Prompt: A silver sedan drives steadily along a two-lane highway bordered by dense green bushes and scattered trees. The sky is clear blue with sparse clouds. The car maintains a central position in the frame as the camera follows its motion with a smooth dolly perspective, capturing the rhythmic flow of passing speed limit signs and occasional road markings. The lighting is bright and natural, casting subtle shadows on the road. The scene evokes a serene, midday mood, with consistent car speed and stable environmental colors, textures, and lighting throughout the sequence, ensuring a seamless transition between frames.

Explanation: The video effectively matches the conditioning first frame and prompt description, presenting a silver sedan on a clear, sunny day along a highway. Motion and temporal consistency are strong, with smooth panning and stable lighting. Some minor jitter and flicker reduce the overall visual quality slightly. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":85,"camera_composition":85}

Explanation: The video maintains fidelity with the conditioning frame and adheres to the prompt with natural visuals and stable camera composition. The motion and temporal consistency are generally smooth, with some improvements needed for motion quality. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":90}

Explanation: The generated video respects the conditioning frame reasonably well, but slight geometry instabilities and a drift away from the central car position were noticed. The lighting and smooth motion are strengths, but deviations from the prompt in terms of scenery details reduce overall fidelity. | overall_score=62 | aspect_scores={"first_frame_fidelity":78,"prompt_adherence":68,"motion_quality":70,"temporal_consistency":65,"visual_quality":60,"camera_composition":55}

Explanation: The video maintains high fidelity with the first frame and adheres well to the prompt. The motion quality is smooth with minor consistency fluctuations. Visual artifacts are minimal, preserving good camera composition and scene coherence. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":80,"camera_composition":90}

Explanation: The generated video respects the conditioning frame closely and maintains high visual quality with consistent lighting and texture. The silver sedan holds the central position as expected, and the camera follows the car smoothly. Minor motion artifacts slightly affect the score. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":85}


Prompt: A person wearing a white hat and dark jacket walks away from the camera across a dusty, uneven street towards an urban area with sparse vegetation and a palm tree. In the background, cars pass on a distant road. The camera remains static, maintaining a wide angle that captures the full scene. It's a bright day with natural lighting casting soft shadows. The color palette includes muted earth tones, creating a calm and observational mood. The man's attire, ambient sounds like passing cars, and the position of the palm tree must remain consistent throughout the clip to maintain spatial coherence.

Explanation: The video maintains high fidelity to the first frame and prompt, with accurate depiction of the scene and attire. Motion is natural, though slight flicker and minor geometry instability are present. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":80,"camera_composition":90}

Explanation: The video maintains good adherence to the prompt, with consistent background elements and smooth motion. The presence of a watermark overlay slightly detracts from visual quality. Temporal consistency is strong with minimal flicker or temporal jumps. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":87,"visual_quality":80,"camera_composition":90}

Explanation: The generated frames maintain high fidelity to the conditioning frame and the given prompt, with the person, lighting, and environment being consistent. Motion quality is smooth, and temporal consistency is well maintained. The camera composition effectively captures the scene as described. | overall_score=92 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":90,"motion_quality":89,"temporal_consistency":94,"visual_quality":91,"camera_composition":93}

Explanation: The video maintains strong fidelity to the conditioning frame and prompt. Motion quality is smooth with good temporal consistency, though minor flickers in vehicle motion are noted. Camera composition is exemplary, capturing the scenario as described. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":85,"camera_composition":95}


Prompt: Two figures stand closely together amidst a barren, smoky landscape. The first individual has short, platinum blonde hair and wears a white, embellished tank top. The second person sports a formal, white suit with sequins. To their left, a charred piano adds to the desolate feel, while silhouettes move in the hazy background, suggesting an abandoned battlefield. The camera holds a static medium-close shot, capturing their interactions as they sway and sing together. Soft morning light casts long shadows, blending warm and cool tones, with a gritty, apocalyptic texture enhancing the somber, yet resilient mood. The scene's lighting, color, and spatial composition should remain consistent throughout.

Explanation: The generated video frames maintain high fidelity to the conditioning first frame, with very minor deviations. The adherence to the prompt is strong, capturing the mood, lighting, and setting effectively. Motion and temporal consistency are well-executed, with smooth transitions and stable visuals. | overall_score=92 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":95,"motion_quality":93,"temporal_consistency":94,"visual_quality":92,"camera_composition":94}

Explanation: The generated video closely matches the conditioning frame and maintains consistency with the prompt, exhibiting strong visual fidelity and adherence. Minor motion artifacts are present but the overall temporal flow and static camera composition complement the scene. | overall_score=88 | aspect_scores={"first_frame_fidelity":92,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":87,"visual_quality":86,"camera_composition":90}

Explanation: The generated video maintains a consistent visual style, color palette, and spatial composition that closely adheres to the initial frame and prompt. Minor variations in facial expressions and lighting are present, but the overall coherence is strong, with smooth transitions and stable motion. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":88,"temporal_consistency":94,"visual_quality":90,"camera_composition":90}

Explanation: The video maintains high fidelity to the initial frame, with fluid motion and consistent camera composition. The setting matches the prompt, and both lighting and color grading enhance the atmosphere. Minor variation in background elements slightly affects prompt adherence. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":90,"visual_quality":85,"camera_composition":90}


Prompt: In a close-up shot, a stream of glossy, dark chocolate syrup flows steadily onto coarse, crumbly soil. The scene takes place in a shallow basin, the background defined by rich, brown textures of the soil with small debris scattered throughout. Over five seconds, the syrup cascades and spreads slowly, creating a glistening, textured surface that reflects ambient light. The camera remains static, framing the syrup's rhythmic flow from above, capturing its movement and gradual coverage. Warm lighting accentuates the chocolate’s sheen, producing an indulgent and serene mood. Throughout the clip, the consistency of texture and fluid motion should remain stable, with the syrup’s progression uninterrupted.

Explanation: The generated video maintains high fidelity to the initial frame and adheres closely to the prompt. The motion is fluid with minimal noticeable temporal inconsistencies. However, slight variations in lighting and camera composition could be improved for optimal adherence to the specified static and warm lighting conditions. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":88,"visual_quality":92,"camera_composition":80}

Explanation: The video maintains a reasonable match to the conditioning frame and adheres to the prompt well. However, there are slight temporal inconsistencies and minor geometry instability in the syrup flow. The overall visual quality and static camera composition support the serene mood. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":85}

Explanation: The video starts with good alignment to the condition frame but suffers from drift in identity and geometry over time. Temporal jumps and inconsistent motion reduce the quality and adherence to the prompt. Lighting and sheen are strengths, but overall execution is flawed. | overall_score=55 | aspect_scores={"first_frame_fidelity":80,"prompt_adherence":60,"motion_quality":50,"temporal_consistency":45,"visual_quality":65,"camera_composition":50}

Explanation: The generated video maintains high fidelity with the first frame and adheres well to the prompt regarding chocolate syrup and soil visuals. Motion and temporal consistency are slightly affected by minor fluctuations, but overall visual quality is strong. The camera composition is steady, enhancing scene capture. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":80,"visual_quality":85,"camera_composition":90}


Prompt: A person drives a car through a suburban neighborhood, visible through a right-hand side view, in a mid-afternoon setting. The driver wears a salmon-colored T-shirt, occasionally gesturing while speaking. The environment outside shows a fence, houses, and sparse trees. Sunlight casts a warm, yellowish hue, creating a relaxed atmosphere. The camera remains static, framed from the car's interior, capturing the driver's side profile and the movement of passing scenery. Throughout the clip, lighting, color palette, and the subject’s position must remain consistent, ensuring smooth continuity as the car glides smoothly forward.

Explanation: The video maintains high fidelity to the conditioning frame and adheres well to the prompt. The motion is smooth with consistent lighting, though slight visual artifacts appear intermittently. Camera composition effectively captures the scene from the car's interior. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":85,"temporal_consistency":85,"visual_quality":80,"camera_composition":90}

Explanation: The video maintains high first frame fidelity, and adheres well to the prompt with smooth motion and consistent lighting. Minor identity drift and slight inconsistencies in the color tone are noted, but overall, it captures the scene well. | overall_score=87 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":85,"camera_composition":85}

Explanation: The video adheres closely to the prompt, showing a person driving with smooth motion and consistent lighting. The environment details like the houses and fences are consistently represented, but there are slight temporal inconsistencies in how the background moves. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":88,"temporal_consistency":83,"visual_quality":87,"camera_composition":82}

Explanation: The video maintains a consistent color palette and captures the warm, relaxed atmosphere described in the prompt. However, there are slight temporal jumps affecting smooth continuity, and the camera composition, while mostly accurate, occasionally shifts slightly. | overall_score=78 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":75}


Prompt: The scene presents an abstract landscape dominated by towering audio speakers in vibrant orange and blue hues amidst a backdrop of industrial towers and concentric circles. The image is infused with a retro-futuristic motif, with circular patterns contrasted against a textured, grunge-style environment. The camera’s perspective is static, maintaining a fixed frontal view throughout the sequence, while the ambient lighting casts a warm glow, accentuating the vivid colors and moody atmosphere. Consistency is crucial, ensuring the spatial arrangement and vivid color palette remain stable, while the textural layers and industrial elements provide a dynamic yet coherent visual narrative over time.

Explanation: The video maintains high fidelity to the conditioning frame with consistent color and design elements throughout. Prompt adherence is strong, capturing the retro-futuristic motif and color palette. Minor issues in motion and temporal consistency slightly detract from the overall experience, but do not significantly impact visual quality. | overall_score=92 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":85,"temporal_consistency":90,"visual_quality":95,"camera_composition":90}

Explanation: The video maintains the vivid colors and consistent framing from the conditioning frame, showcasing strong fidelity and visual quality. However, some instability in speaker geometry affects temporal consistency and motion quality. The abstract landscape and warm lighting align well with the prompt. | overall_score=82 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":85,"motion_quality":75,"temporal_consistency":80,"visual_quality":85,"camera_composition":90}

Explanation: The video maintains high fidelity to the first conditioning frame with excellent color consistency and adherence to the retro-futuristic theme. Minor flicker affects motion quality slightly, but overall, temporal consistency and camera composition are well-executed. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":85}

Explanation: The video maintains a high fidelity to the first frame, ensuring consistency in visual elements. Adherence to the abstract landscape theme is strong, with vibrant colors and retro-futuristic motifs evident. Minor improvements could be made in motion and camera composition for perfect scores. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":95,"camera_composition":85}


Prompt: In a dimly lit tour bus interior with red ambient lighting and plush seating, a young man with dreadlocks and glasses is wearing a patterned scarf. He moves energetically from the foreground to the mid-ground, gesturing expressively as he speaks. Behind him, a friend sits relaxed, subtly observing the scene. The camera maintains a consistent medium close-up framing with slight panning to follow his movements, while ensuring the environment remains visible. The lighting casts a warm, intimate mood, with deep shadows enhancing the cozy texture. The three-round lights above remain steady as visual anchors, providing consistent spatial awareness throughout the clip.

Explanation: The video closely follows the prompt with clear framing, effective lighting, and well-executed motion depicting the main subject. The aesthetic closely matches the conditioning frame. Minor visual blur was noted, but overall consistency and quality were maintained. | overall_score=92 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":95,"motion_quality":93,"temporal_consistency":94,"visual_quality":88,"camera_composition":92}

Explanation: The video maintains strong fidelity to the first frame and adheres closely to the prompt with consistent lighting and scene composition. Motion and panning are smooth, though there is a slight deviation in expression and gesture compared to the prompt. Overall, the video exhibits high visual quality with minor prompt interpretation issues. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":80}

Explanation: The generated video respects the conditioning frame well, with consistent ambient lighting and environment. However, minor issues such as slight flickering and less smooth motion prevent a higher score. The camera composition deviates slightly, lacking consistent medium close-up framing. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":80,"visual_quality":78,"camera_composition":70}

Explanation: The video started with a strong adherence to the first frame and maintained good motion quality with smooth camera movements. However, there were minor visual artifacts affecting the overall quality. The prompt was mostly adhered to, with accurate rendering of the lighting and setting. | overall_score=82 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":90,"temporal_consistency":88,"visual_quality":75,"camera_composition":85}