Prompt: A copper-brown grasshopper rests on a leafy green bush in a sun-dappled forest with soft, flickering sunlight filtering through the trees. The camera begins with a close-up of the insect perched steadily on a twig, surrounded by bright green leaves that sway gently in the breeze. Over five seconds, the camera slowly dollies backward, maintaining focus on the grasshopper as the surrounding foliage expands into view, revealing more of the lush, verdant environment. The lighting is warm and natural, casting a gentle, serene mood with soft, glowing highlights. Throughout the sequence, the grasshopper remains stable in its position on the twig, while the ambient movements of the leaves provide subtle, consistent background motion.

Explanation: The video maintains good visual consistency with the initial frame, but the grasshopper lacks distinct identity and focus. The dolly back motion is there, but suffers from a lack of clarity and focus on the insect, which detracts from adhering to the prompt's camera composition and motion quality requirements. | overall_score=65 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":60,"motion_quality":55,"temporal_consistency":70,"visual_quality":75,"camera_composition":65}

Explanation: The video maintains high fidelity to the first frame, with consistent focus on the grasshopper throughout. The camera movement supports the narrative of expanding the scene, and the lighting creates a serene mood. Minor issues like slight motion instability slightly reduced the motion quality score. | 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 video respects the conditioning frame with only minor changes, and the camera dolly effect is smooth and well-composed. However, there are small temporal jumps affecting consistency. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":75,"visual_quality":90,"camera_composition":85}

Explanation: The video maintains fidelity to the initial frame with consistent motion quality throughout. However, prompt adherence lacks due to a less focused view on the grasshopper. There is slight flickering affecting temporal consistency and visual quality. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":70,"motion_quality":85,"temporal_consistency":80,"visual_quality":75,"camera_composition":75}


Prompt: A delicate goldfish with shimmering scales and flowing fins swims gracefully in a small aquarium. Positioned centrally, it glides through clear water, adorned by lush, green aquatic plants and a textured stone décor to its right. The scene unfolds gently as the fish maneuvers across the frame, exploring its serene environment. The camera maintains a steady focus as it subtly pans to follow the fish's motion, ensuring it remains centered throughout the clip. Warm, diffused lighting casts a tranquil glow, highlighting vibrant greens and soft yellows, creating a calming mood. The fish's direction and the aquarium's decor should remain consistent over time, preserving the scene's harmony.

Explanation: The video maintains strong consistency with the first frame and adheres well to the prompt. The fish is centrally positioned with smooth motion and good camera focus, though minor variations in lighting and background details cause slight dips in temporal consistency. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":88,"motion_quality":85,"temporal_consistency":83,"visual_quality":84,"camera_composition":87}

Explanation: The video maintains high fidelity to the conditioning frame, with consistent decor and vibrant colors. The gentle swimming motion and camera focus align well with the prompt. Minor stability issues in temporal consistency slightly reduce the score. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":88,"motion_quality":85,"temporal_consistency":80,"visual_quality":90,"camera_composition":83}

Explanation: The video respects the conditioning frame well and adheres mostly to the prompt with appropriate decor and lighting. Motion is smooth but suffers from slight temporal jumps, impacting consistency. The visual quality is generally high with vibrant colors and effective lighting. | 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 high fidelity to the first frame, capturing the goldfish and its environment accurately. The motion appears smooth, with the camera tracking the fish well, though the fish sometimes strays slightly from center. Overall, the lighting and clarity are consistent, though slight deviations in the fish's path impacted temporal consistency and composition. | overall_score=82 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":84,"temporal_consistency":78,"visual_quality":86,"camera_composition":79}


Prompt: In a lush, verdant jungle setting, a gently outstretched open hand becomes the focal point, intercepting a clear water stream that flows continuously from an overhead green leaf. The background features softly focused large green leaves, adding depth and a natural ambiance to the scene. The camera remains fixed, ensuring a steady, close-up view of the hand and water. Sunlight filters through, creating a warm, inviting glow, enhancing the water's sparkling reflections and the leaf's vibrant greens. The serene, refreshing mood is underscored by the consistent flow and shimmering texture of the water across the scene, with stable lighting and layout throughout.

Explanation: The generated video maintains fidelity to the conditioning frame and adheres well to the prompt. Motion quality and temporal consistency are slightly affected by minor visual artifacts and fluctuations in the water flow. Overall, the visual quality is pleasing, with well-composed frames and effective use of lighting. | overall_score=76 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":88,"motion_quality":78,"temporal_consistency":75,"visual_quality":82,"camera_composition":85}

Explanation: The video maintains high visual quality and adheres strongly to the prompt, showcasing the described scene well. Some minor temporal flickering affects the water flow consistency, impacting motion quality and temporal consistency. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":88,"motion_quality":82,"temporal_consistency":80,"visual_quality":90,"camera_composition":85}

Explanation: The video maintains fidelity to the conditioning frame with stable lighting and composition. Motion quality is slightly reduced due to minor jitter in water flow, but overall, the adherence to the prompt is strong with a serene ambiance. | overall_score=85 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":95,"camera_composition":85}

Explanation: The video maintains fidelity to the conditioning frame and adheres well to the prompt, creating a serene and consistent scene. Motion is smooth with minimal flicker, and the camera composition remains steady. Slight variations in lighting and water texture prevent a perfect score in a few categories. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":87,"visual_quality":85,"camera_composition":90}


Prompt: Three friends stand outside at night, engaging in lively conversation. The man on the left has short, styled hair and wears a patterned shirt; he gestures animatedly. The woman in the middle has long black hair and a black jacket, laughing with her companions. The woman on the right has shoulder-length hair and wears a pink striped shirt. They're near a busy road with bright car headlights and a police barrier in the background. The camera remains static, capturing the scene in medium close-up. The lighting is warm and ambient, creating a casual, cheerful mood. Consistency must be maintained in characters’ positions, expressions, and the surrounding light, with subtle changes in their gestures and interactions.

Explanation: The video starts with high fidelity to the conditioning frame, maintaining character consistency and composition. Although the motion is smooth and well-paced, the text overlay slightly detracts from the visual quality. Overall, the prompt is well-adhered to, creating a vivid and dynamic atmosphere. | 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 generated video effectively maintains the scene and setup of the conditioning first frame, adhering well to the prompt. Character positions and expressions are consistent, with subtle motion variations. The presence of text overlays lowers the visual quality score. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":80,"visual_quality":85,"camera_composition":90}

Explanation: The video closely adheres to the benchmark prompt with consistent lighting and layout. The characters are well positioned with natural expressions and gestures. Some minor jitter is present in motion quality, but overall, the visual quality and temporal consistency are commendable. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":80,"camera_composition":85}

Explanation: The video maintains fidelity to the conditioning frame and adheres well to the prompt, with consistent character positions and natural lighting. The motion is smooth, with minor temporal inconsistencies. Embedded text in frames was treated as an attempt at manipulation, affecting visual quality. | overall_score=84 | aspect_scores={"first_frame_fidelity":88,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":82,"visual_quality":83,"camera_composition":84}


Prompt: The scene focuses on a single incense stick burning steadily in a minimalistic, blurred background. The incense is centrally placed, slightly tilted, and emits a continuous thin trail of smoke that gradually disperses upwards. The camera remains static with a medium close-up framing, capturing the stick's texture, the soft amber glow, and the subtle movement of the smoke over five seconds. The lighting is warm, highlighting the earthy tones of the incense and enhancing the tranquil mood. The atmosphere is calm and meditative. Consistent elements include the incense's position, the background's muted colors, and the gentle flow of the rising smoke, ensuring stability throughout the clip.

Explanation: The video maintains excellent fidelity to the first frame with a consistent incense positioning and background. The smoke motion is smooth and well-aligned with prompt expectations. Visual quality is high, though lighting could slightly enhance the warmth requested in the prompt. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":94,"temporal_consistency":93,"visual_quality":92,"camera_composition":90}

Explanation: The video closely adheres to the prompt with smooth incense smoke and consistent framing. Minor issues include slight variations in smoke movement, though overall visual quality and 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 generated video closely matches the prompt, with an accurate depiction of the incense and smoke. All frames maintain the same visual quality, and the motion of the smoke is realistic and gentle, enhancing the tranquil mood. Minor areas for improvement could include slightly more dynamic or detailed smoke movement. | overall_score=90 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":95,"visual_quality":90,"camera_composition":90}

Explanation: The video demonstrates high fidelity to the conditioning first frame with consistent geometry and lighting. The smoke emanation follows the prompt, though its continuity varies slightly, affecting motion and temporal scores. The camera composition is stable, but could better emphasize the incense stick's prominence. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":80}


Prompt: In an apocalyptic desert landscape, two individuals in striking white attire with silver accents stand close to a charred piano, their expressions intense and focused. The camera slowly dollies in, maintaining a medium close-up, stabilizing on their faces. Behind them, a hazy horizon dotted with blurred figures adds depth to the scene. The lighting is dramatic, with a low, warm glow casting long shadows and enhancing the dusty air's texture. The mood is tense yet hopeful, with their movements synchronized in a subtle swaying rhythm. Throughout the clip, the environmental consistency of the barren background and the subjects’ attire remain unchanged, emphasizing continuity despite the chaos.

Explanation: The video maintains a strong visual consistency with the conditioning frame, and the environmental and attire elements remain constant. The camera composition adheres well to the prompt with a smooth dolly motion, although the expressions and overall intensity could be slightly more aligned with the prompt. There are no major artifacts, and motion quality is good, albeit with minor room for refinement. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":90,"visual_quality":85,"camera_composition":85}

Explanation: The video maintains high fidelity to the conditioned first frame and consistently follows the prompt details. Visual quality is strong with minimal artifacts. Motion and camera work are well-executed but could use slightly smoother transitions. | 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 maintains high fidelity to the conditioning frame and adheres well to the prompt. Motion quality is strong with smooth transitions and consistent composition. Temporal consistency is maintained with no significant flicker or jumps, and the visual quality is excellent, depicting the intended dramatic and atmospheric scene. | 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 high fidelity to the conditioning first frame with consistent attire and background. The camera composition adheres well to the prompt, although the motion is slightly less smooth than ideal. Overall visual quality is strong, with minimal artifacts or inconsistencies. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":88,"visual_quality":92,"camera_composition":85}


Prompt: A pair of hands, with a neutral skin tone, carefully holds a sleek black and rose gold hair trimmer over a plain white background. The focus is on the trimmer's detachable blade assembly being aligned and connected. The scene is brightly lit, highlighting the smooth metallic texture and subtle reflections on the trimmer's surface. The camera remains steady, with a close-up framing that captures the precise motion of attaching the blade, emphasizing the hands’ gentle movement. The lighting maintains a consistent and even tone throughout, ensuring the details stay sharp. The background remains minimal to ensure attention on the trimmer assembly process.

Explanation: The video maintains high visual quality and closely matches the prompt details with a steady camera. However, slight temporal jumps affect consistency, and while motion is generally good, it lacks perfect fluidity. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":75,"visual_quality":90,"camera_composition":85}

Explanation: The video accurately respects the conditioning frame, with clear adherence to the prompt regarding lighting and composition. Motion quality is high, though slight flicker and temporal jumps were observed, reducing temporal consistency. | overall_score=92 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":87,"visual_quality":94,"camera_composition":90}

Explanation: The video maintains high fidelity to the conditioning first frame, with consistent lighting and focus. Motion and temporal consistency are strong, but slight hesitations in motion and minor framing shifts affect the score. | 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 video generation closely matches the conditioning frame and adheres well to the prompt with high visual fidelity and consistent lighting. Motion is smooth with minor temporal fluctuations, and composition remains focused and well-framed throughout. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":88,"temporal_consistency":90,"visual_quality":95,"camera_composition":95}


Prompt: A busy highway interchange with cars and trucks swiftly navigating the curved lanes beneath and across two overpasses, surrounded by lush green foliage. The camera remains static throughout the 5-second clip, capturing the fluid yet frantic movement of vehicles. The road is smoothly textured, with clear white lane markings. Lighting is natural daylight, casting soft shadows that add depth and dimension to the scene. Colors are vibrant, with the green trees contrasting the gray asphalt and the blurred hues of the moving vehicles. Consistent elements like the positioning of the overpasses and the ambient lighting must remain stable, enhancing the sense of continuity and realism.

Explanation: The generated video captures the essence of the prompt with busy traffic and static camera, maintaining the position and lighting of the scene. However, instances of identity drift and geometry instability slightly disrupt the visual continuity. | overall_score=71 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":75,"motion_quality":65,"temporal_consistency":70,"visual_quality":68,"camera_composition":80}

Explanation: The video maintains a consistent camera position and captures the dynamic nature of highway traffic well. However, there are some minor artifacts such as identity drift and flickering, impacting motion quality. Overall, the visual quality is high, with vibrant colors and realistic lighting. | 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 generated video captures the essence of a busy highway interchange, matching the conditioning frame well. Vehicle movements are fluid, albeit with minor temporal jumps and some motion blur. The visual quality stands out, maintaining vibrant contrast and realistic lighting. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":80,"visual_quality":90,"camera_composition":85}

Explanation: The video shows a high fidelity to the conditioning frame and maintains vibrant colors with consistent lighting. However, minor flickering and slight geometry shifts affect temporal consistency and motion quality. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":85}


Prompt: A group of five men stand on a sunny roadside, engaged in a lively conversation. They all wear casual attire and accessories, like chains and hats. A vibrant red truck forms the backdrop, against a backdrop of rolling green hills and distant mountains. In the scene, the men gesture animatedly while laughing, creating a friendly and relaxed atmosphere. The camera remains static, capturing them from a medium shot, maintaining focus on their interactions. The lighting is bright and natural, casting warm tones and enhancing the cheerful mood. Throughout the clip, the position of the truck and landscape remains stable, ensuring continuity as the focal point stays on the group's dynamic.

Explanation: The video maintains high fidelity to the conditioning frame and adheres well to the prompt, depicting a group of men conversing by a red truck with a stable background. Motion is smooth, and there are no major temporal inconsistencies, although minor variance in demeanor slightly affects prompt adherence. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":88,"visual_quality":92,"camera_composition":85}

Explanation: The generated video maintains high fidelity to the conditioning frame and adheres well to the prompt regarding setting and subject. Slight temporal inconsistency is noted in motion, but overall visual quality, atmosphere, and camera composition are consistently strong. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":92,"camera_composition":90}

Explanation: The video maintains high fidelity to the conditioning frame throughout, with consistent visual quality and adherence to the prompt. The motion and interactions among the group are smooth and natural, with minimal temporal inconsistencies. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":94,"motion_quality":92,"temporal_consistency":90,"visual_quality":93,"camera_composition":90}

Explanation: The generated video maintains high fidelity to the conditioning frame and adheres well to the prompt, with consistent character positions and gestures. The motion is smooth, and visual quality is high with no visible artifacts. Minor variations in gestures enhance authenticity. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":92,"temporal_consistency":93,"visual_quality":94,"camera_composition":90}


Prompt: A man drives a car down a suburban street, his face illuminated by warm, golden sunlight streaming through the windshield, giving the interior a glowing, sunlit texture. The car's cabin remains consistent, with the man's hand on the steering wheel and his expression animated as he talks or sings. Outside, houses with closed windows and fenced yards slide by in the background. The camera is static, capturing a continuous side profile in a medium close-up, maintaining a warm, nostalgic mood with a consistent golden hue. The angle remains fixed, focusing solely on the driver, with the passing street scene subtly conveying movement without shifting the camera's position.

Explanation: The video maintains high fidelity with the first frame, with smooth transitions and a consistent golden hue. The motion quality is good, and the passing background aligns with the described suburban scene. Camera composition slightly drifts, but generally stays focused on the driver's side profile. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":80,"motion_quality":85,"temporal_consistency":88,"visual_quality":85,"camera_composition":80}

Explanation: The generated video aligns well with the benchmark prompt, maintaining the warm, nostalgic mood. Minor variations in lighting and slight flickering affect motion quality and temporal consistency but do not significantly detract from the overall visual coherence. | overall_score=92 | aspect_scores={"first_frame_fidelity":94,"prompt_adherence":95,"motion_quality":88,"temporal_consistency":90,"visual_quality":92,"camera_composition":93}

Explanation: The video maintains a consistent warm, golden hue and captures the intended mood well. The first frame matches the conditioning frame closely. However, minor flickers and slight temporal jumps affect the temporal consistency and motion quality. | 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 a consistent warm, golden hue as described in the prompt, with smooth motion and temporal consistency. There is high fidelity to the initial frame, but slight variations in lighting intensity and minor structural changes lead to a slightly lower score in visual quality and 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":85}


Prompt: A porcelain bowl with chipped edges, filled with white noodles and slices of raw beef, sits on a white marbled countertop. A hand pours hot broth from a ladle into the bowl, steam rising gently. The action is slow and focused, showcasing the beef slices subtly cooking in the hot liquid. The camera remains overhead, maintaining a steady, centered frame, capturing the entire process. Soft natural light from the side enhances the textures and warm, earthy colors of the dish, creating a welcoming, homely mood. Detailing such as the marbled surface and chipped bowl should remain consistent throughout the clip, ensuring visual coherence and continuity.

Explanation: The video maintains high fidelity to the first frame and adheres well to the prompt, capturing the pouring action and steam. There is consistent camera composition, and the natural lighting is pleasing. Minor improvement could be made in motion smoothness. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":90,"visual_quality":85,"camera_composition":85}

Explanation: The video respects the conditioning frame closely, maintaining consistent textures and colors. However, there are slight geometry instabilities and minor motion artifacts. The camera composition and lighting effectively match the prompt's requirements. | overall_score=82 | aspect_scores={"first_frame_fidelity":93,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":78,"visual_quality":84,"camera_composition":90}

Explanation: The generated video closely matches the conditioning frame with high visual coherence. Motion is smooth but could be slightly more fluid. The adherence to prompt details like lighting and composition is strong. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":90,"camera_composition":95}

Explanation: The video maintains high fidelity to the conditioning first frame, showing accurate representation of key elements like the bowl and contents. Prompt adherence is strong, capturing the slow pouring motion and steam rising. Minor issues exist in motion fluidity, with slight jumps, but overall consistency and composition are well maintained. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":85,"camera_composition":90}


Prompt: A person wearing a plain white t-shirt stands in front of a wooden table with a partially assembled glass container. The scene takes place in a well-lit room with neutral gray walls, evoking a calm and focused mood. The lighting is even and soft, enhancing the minimalist aesthetic. The person’s hands are engaged in assembling the container, inserting two long glass panels into designated grooves. The camera remains static, with a medium close-up framing that keeps the subject central and the background unobtrusive. Throughout the clip, the spatial layout and subject’s attire remain consistent, ensuring a steady, instructive visual narrative.

Explanation: The video maintained high fidelity to the conditioning frame and adhered to the prompt. Motion and camera composition were executed well, depicting the assembly action clearly. Minor temporal inconsistencies and some repetitive elements were noted, but they didn't significantly detract from the overall viewing experience. | overall_score=82 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":78,"visual_quality":88,"camera_composition":82}

Explanation: The video maintains a high fidelity to the first frame, with consistent attire and setup. The adherence to the prompt is strong, although minor flickers and slight temporal jumps affect the motion and consistency, leading to a deduction in scores. | 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 video shows high fidelity to the conditioning frame and prompt with minor issues like a small temporal jump. The motion is smooth, and the frame composition is well-maintained throughout. Lighting is consistent, although slight jitter is observed. | overall_score=88 | 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 a high degree of consistency with the conditioning frame, demonstrating strong fidelity. The assembly process was smooth with minimal flickering or temporal jumps, adhering well to the prompt. The static camera and clear visual narrative contributed positively to the motion and visual quality. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":90,"camera_composition":95}


Prompt: A gentle breeze rustles through dense green foliage, creating a dance of dappled sunlight and bokeh patterns. In the center, a bright sunburst filters through the canopy, casting radiant beams. The camera remains static, capturing the serene play of light and shadows as sunrays shimmer. The colors are rich greens and warm yellows, evoking a tranquil, idyllic mood. Textures of blurred leaves and soft focus create an ethereal feel. Throughout the sequence, the sun's position and intensity remain constant, reflecting continuity. The scene maintains a calm and consistent luminance, emphasizing the peaceful nature of the forested landscape.

Explanation: The generated video maintains color fidelity and captures the mood described in the prompt well. However, minor issues in motion and temporal consistency slightly detract from the overall fluidity, and the camera composition, while mostly aligned, shows slight shifts that impact the score. | overall_score=78 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":80,"motion_quality":70,"temporal_consistency":75,"visual_quality":80,"camera_composition":75}

Explanation: The generated video maintains high fidelity to the conditioning frame and adheres well to the prompt, showcasing the gentle breeze and light play. There is slight flicker affecting temporal consistency, but the static camera and composition effectively capture the tranquil mood. | 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 strongly maintains the feel and composition of the conditioning frame with consistent camera placement. Dappled light and bokeh are effectively conveyed, with small issues like minor flicker affecting motion quality slightly. The overall visual quality strongly aligns with the prompt. | overall_score=82 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":75,"temporal_consistency":80,"visual_quality":85,"camera_composition":90}

Explanation: The video successfully maintains the richness of colors and ethereal feel described in the prompt, with consistent luminescence and static camera position. However, there are mild fluctuations in focus and minor frame-to-frame shifts affecting temporal consistency. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":75,"motion_quality":80,"temporal_consistency":70,"visual_quality":85,"camera_composition":75}


Prompt: In a well-lit room with a large, cream-colored board filled with signatures and text about global warming, a man in beige pants and a navy polo stands to the left of the board. He gradually turns each page rightward over five seconds, maintaining a steady stance. The camera holds a static medium shot, ensuring that the primary focus remains on the man’s action and the board's text, which should remain clear and unchanged. The environment depicts a modern office with muted tones, casting a neutral and thoughtful mood, as ambient light softly illuminates the scene. Throughout, the man's position and the angle of the board must remain consistent for visual coherence.

Explanation: The video maintains a consistent environment and the man's motion is steady. However, minor flickering and slight geometry instability affect the board's legibility, and minor changes in lighting detract from visual quality. | overall_score=72 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":75,"motion_quality":80,"temporal_consistency":70,"visual_quality":65,"camera_composition":75}

Explanation: The video maintains overall consistency with the initial frame, but exhibits flickering and instability in geometry, affecting the clarity of the text on the board. The movement appears fluid, though some temporal inconsistencies are present. Visual quality is acceptable but could be better, affecting overall immersion. | overall_score=62 | aspect_scores={"first_frame_fidelity":70,"prompt_adherence":60,"motion_quality":65,"temporal_consistency":60,"visual_quality":58,"camera_composition":65}

Explanation: The generated video maintains fidelity to the conditioning frame and exhibits smooth motion. However, there are some inconsistencies with the geometry of the man and the clarity of the text on the board. The camera composition could be improved to better fit the prompt requirements. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":75,"motion_quality":80,"temporal_consistency":77,"visual_quality":80,"camera_composition":70}

Explanation: The video maintains consistent motion and camera composition with high fidelity to the first frame. However, the clarity of the text on the board diminishes, affecting prompt adherence. Overall, the environment and man's actions are depicted well, but emphasis on text clarity needs improvement. | overall_score=78 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":75,"motion_quality":80,"temporal_consistency":85,"visual_quality":70,"camera_composition":80}


Prompt: In a brightly lit room, horizontal wooden blinds cover a window, casting soft shadows. The camera remains static, capturing a closeup of the blinds with a focus on their texture and grain. A hand enters the frame from the right, gently adjusting a blind slat, allowing more sunlight to filter through, creating a warm atmosphere. The ambient, natural light highlights soft beige tones of the blinds, maintaining a consistent brightness. The mood is peaceful and contemplative, with the slow, deliberate action focusing on the play of light and shadow. Ensure the blind’s material texture and light’s hue remain unchanged throughout the clip.

Explanation: The video maintains high fidelity with the conditioning frame, capturing the specified textures and lighting. Motion quality is smooth with a realistic handling of the slats. However, there are slight inconsistencies in temporal stability, affecting fluidity. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":85,"camera_composition":80}

Explanation: The generated frames stay true to the conditioning frame with minor deviations. Motion is smooth and deliberate, adhering well to the prompt, though some frames lack the full texture and lighting nuances expected. Visual and temporal consistency is maintained, ensuring a coherent and peaceful atmosphere. | 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 video maintains high fidelity to the initial frame with a smooth transition. The motion of the hand adjusting the blind is realistic and fits the prompt well. Some minor flickering and slight changes in lighting consistency were observed, but the overall quality and adherence to the prompt were strong. | overall_score=87 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":88,"visual_quality":85,"camera_composition":80}

Explanation: The video begins with high fidelity to the conditioning frame, maintaining the same texture and atmosphere. The prompt is followed well, with correct actions and lighting. Motion is smooth, though there's slight flicker. Visual quality is maintained with good composition throughout. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":88,"camera_composition":85}


Prompt: A hand interacts with a complex electronic device featuring a coiled cable on a wooden table, within a minimalistic setting against a light gray wall. The scene remains consistently lit with soft, diffused lighting, highlighting the beige texture of the wood. The camera starts in a static position, capturing a close-up of the interaction. The hand gently manipulates the device, revealing intricate details of its components. Gradually, the camera begins a gentle pan to the left, maintaining a consistent distance from the subject. The motion is smooth, creating a calm and focused mood, while ensuring the spatial layout and subject positioning remain unchanged throughout the sequence.

Explanation: The video maintains fidelity to the first frame and adheres well to the prompt, capturing a detailed interaction with the device. The motion and temporal consistency are smooth, though minor detail loss and slight lighting inconsistency were noted. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":88,"temporal_consistency":90,"visual_quality":85,"camera_composition":90}

Explanation: The generated video shows consistent fidelity with the conditioning frame, maintaining the described minimalistic setting and interaction. Camera motion is smooth, adhering to the prompt's description. Minor discrepancies in the depiction of intricate details slightly affected prompt adherence. | overall_score=87 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":88,"temporal_consistency":87,"visual_quality":85,"camera_composition":88}

Explanation: The video adheres well to the conditioning frame and prompt, maintaining consistent lighting and showcasing interaction details. However, slight geometry instability and temporal jumps affect the overall fluidity and consistency, impacting the motion quality score. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":85,"camera_composition":75}

Explanation: The video begins with a frame closely matching the conditioning frame, with soft lighting and a clear view of the interaction. Motion is generally smooth, although the camera pan appears slightly abrupt. While most details adhere to the prompt, occasional minor geometry shifts occur. | overall_score=80 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":75,"temporal_consistency":80,"visual_quality":78,"camera_composition":80}


Prompt: The video depicts a close-up of hands manipulating a black, circular plastic lid on a bucket, positioned on a rough, light brown concrete floor. The hands, wearing a dark long-sleeve, twist the lid counterclockwise, revealing a utilitarian setting typical of a workshop or storage area. The scene is bathed in warm, yellow-orange lighting, casting soft shadows and creating a gritty, industrial mood. The camera remains static throughout, maintaining a tight top-down framing on the lid and hands, ensuring their consistent visibility and position in the frame. The texture of the floor and lighting remains unchanged, providing stability in the video's visual continuity over the course of five seconds.

Explanation: The generated video maintains high fidelity to the conditioning frame and adheres well to the prompt. The lighting and texture remain consistent, supporting the industrial theme. Slight deviations in the hand and lid movement affect temporal consistency and motion quality, but overall composition is well maintained. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":85,"visual_quality":90,"camera_composition":85}

Explanation: The video maintains high fidelity to the conditioning frame and adheres to the prompt well with consistent lighting and texture. However, minor camera drift and slight geometry instability affect temporal consistency and composition. The motion of the lid lacks fluidity, reducing the motion quality score. | overall_score=75 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":70,"temporal_consistency":75,"visual_quality":80,"camera_composition":65}

Explanation: The generated video maintains consistent lighting and framing, matching the gritty, industrial mood. However, there are noticeable identity drift and minor geometry instability in the hand positions and lid alignment, affecting temporal consistency and motion quality. | overall_score=68 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":70,"motion_quality":60,"temporal_consistency":55,"visual_quality":75,"camera_composition":75}

Explanation: The video maintains a strong alignment with the first frame condition and follows the benchmark prompt closely. The lighting and composition are consistent, enhancing visual quality. However, some minor inconsistencies in motion and temporal changes were observed, slightly affecting temporal consistency and motion quality scores. | 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: In a cozy, well-lit bedroom with a wooden bunk bed, a young man sits at a desk speaking animatedly into a microphone. His curly hair and casual brown sweatshirt stand out against the bookcase filled with colorful books and framed certificates. The camera remains static and at eye level, maintaining a medium close-up framing throughout the five-second clip. As he gestures slightly with his right hand, natural daylight filters in from the left, casting soft shadows and creating a warm, inviting ambiance. The mood remains informal and relaxed, with objects on the bookcase and the overall setup retaining their positions consistently.

Explanation: The video maintains strong fidelity to the first frame and matches the prompt well, with consistent lighting and composition. Motion quality is smooth, though subtle identity drift slightly affects adherence to the prompt. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":88,"visual_quality":85,"camera_composition":87}

Explanation: The video maintains a strong resemblance to the conditioning frame and adheres well to the prompt, with a stable camera and consistent visual quality. Slight limitations in motion and smoothness prevent a perfect score. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":88,"visual_quality":87,"camera_composition":85}

Explanation: The generated video maintains a warm ambiance and consistent temporal flow. The initial frame closely follows the conditioning frame, though some minor discrepancies in positioning and light transitions are noted. Camera composition is less effective due to slight framing drift. | overall_score=82 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":88,"temporal_consistency":87,"visual_quality":85,"camera_composition":70}

Explanation: The generated video closely matches the initial frame and adheres well to the prompt. Motion is smooth, but some minor temporal inconsistencies were observed. Overall visual quality is high, capturing the informal and relaxed mood effectively. | 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 playful tabby cat with a white chest and paws rests on a light blue cushion as three brown paper cups are positioned in a row on a wooden floor in front of it. The setting is a cozy room with soft pink sofas and a warm ambiance. Over the course of the clip, the cat maintains a curious gaze at the cups, occasionally shifting its eyes. The camera remains static with a medium close-up framing that captures the cat's head and front paws while ensuring the cups stay in view. Soft, natural lighting enhances the scene's relaxed mood, with textures of the fabric and wood standing out. The spatial layout and lighting remain consistent throughout.

Explanation: The generated video maintains high fidelity to the first frame. The cat and cups remain in view with high temporal consistency. Lighting and visual textures are well-represented, enhancing the cozy ambiance. Minor variations in motion quality are observed, but overall adherence to the prompt is strong. | overall_score=93 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":94,"motion_quality":92,"temporal_consistency":93,"visual_quality":93,"camera_composition":94}

Explanation: The video closely replicates the conditioning frame with consistent lighting, composition, and detail. The movement is subtle but effective for the prompt, and all visual elements, including the setting and subject, remain stable and clear throughout the sequence. | overall_score=93 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":90,"temporal_consistency":95,"visual_quality":95,"camera_composition":95}

Explanation: The generated video maintains a high level of fidelity to the conditioning frame and adheres closely to the prompt. There is minor movement of the cat's eyes, aligning well with the described behavior. Visual quality and composition are consistent and enhance the scene's ambiance effectively. Slightly more variation in the motion could have improved the temporal consistency. | overall_score=92 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":88,"visual_quality":95,"camera_composition":92}

Explanation: The generated video maintains high fidelity to the conditioning frame and adheres closely to the prompt, capturing the atmosphere and setup described. The motion is smooth and temporal consistency is well-kept, with no major issues observed. | overall_score=95 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":95,"visual_quality":95,"camera_composition":95}


Prompt: In a cozy kitchen environment, a close-up shot captures the rich texture of honey slowly drizzling into a steaming cup of black coffee. The camera remains fixed in a static, slightly tilted top-down angle, emphasizing the gentle swirling motion of the coffee. The honey, golden and viscous, is the main focus, forming ripples in the dark liquid and creating a mesmerizing, rhythmic pattern. Soft, natural lighting casts warm hues, enhancing the inviting atmosphere and highlighting subtle details. Throughout the sequence, the consistent elements—the pale green cup, surrounding counter textures, and soft ambient light—maintain visual stability, contributing to a calming and serene mood.

Explanation: The video shows fidelity to the first frame and adheres closely to the prompt, capturing the honey drizzling into coffee. The motion and camera composition are well-executed, though minor flicker affects visual quality slightly. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":85,"visual_quality":80,"camera_composition":90}

Explanation: The video maintains high fidelity to the first frame and adheres well to the prompt with consistent camera composition and warm lighting. Some minor flicker is present, affecting the smoothness of the 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 video maintains visual stability and matches the conditioning frame well. Motion is smooth, though there's a subtle flicker. The atmosphere and lighting align closely with the prompt's description. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":80,"camera_composition":85}

Explanation: The video maintains good fidelity with the first frame and prompt. Motion and temporal consistency are strong, with smooth honey drizzling and stable elements. The camera composition is slightly tilted, fitting the prompt, though deviations reduce adherence slightly. | overall_score=82 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":78,"motion_quality":84,"temporal_consistency":88,"visual_quality":80,"camera_composition":85}


Prompt: The scene unfolds on a trampoline in a sunlit backyard where a man in a striped shirt is playing with a young child dressed in denim. The man kneels beside the child, holding them playfully as a woman in jeans and a green top stands nearby, providing balance. A gentle bounce animates the scene, capturing the lightness and joy of the moment. The camera remains static, centered on the man and child while the background shows sparse trees and distant houses under a clear sky. The lighting is natural, highlighting the vibrant colors and textures while maintaining a consistent, cheerful mood throughout the sequence.

Explanation: The video effectively maintains the scene from the conditioning frame and aligns with the prompt description. The motion is smooth and natural with good temporal consistency, but there is minor hesitation in the motion that could be improved. | 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 generated video maintains consistent fidelity with the conditioning frame, featuring smooth and natural motion that adheres well to the prompt. The lighting and overall composition stay consistent, although there are minor fluctuations in temporal consistency and visual quality. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":85,"visual_quality":80,"camera_composition":85}

Explanation: The video maintains a consistent and cheerful mood, closely aligning with the prompt. The first frame closely matches the conditioning frame, and motion is smooth with minor temporal inconsistencies. The video features vibrant natural lighting, and camera composition remains centered on the man and child as specified. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":85,"camera_composition":80}

Explanation: The generated video starts with a frame that closely matches the conditioning frame, maintaining high first frame fidelity. Throughout the sequence, motion remains mostly fluid but with some minor geometry instabilities. Adherence to the prompt is good, capturing the playful, cheerful mood, though minor compositional issues are present. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":82,"visual_quality":88,"camera_composition":83}


Prompt: In a serene outdoor setting, a stone incense holder sits in the foreground, surrounded by gently wafting smoke. This mystical ambiance is complemented by a vibrant mosaic dragon sculpture in the background, its colorful scales reflecting a blend of earthy and pastel tones. Over five seconds, the static camera captures subtle movement in the smoke and a soft breeze rustling nearby leaves, maintaining focus on the incense and sculpture. The warm, diffused lighting casts gentle shadows, enhancing the tranquil mood with a richness in texture and depth of color. Consistently, the incense remains centered while the smoke's delicate dance adds a dynamic yet calming presence.

Explanation: The video closely matches the conditioning frame with excellent fidelity and aligned composition. Motion in the smoke is dynamic yet smooth, though minor flicker slightly affects temporal consistency. Overall, the scenic elements enhance the tranquil ambiance well. | overall_score=82 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":78,"visual_quality":88,"camera_composition":85}

Explanation: The video maintains high fidelity to the initial frame and adheres well to the prompt by preserving the tranquility and visual elements described. The smoke's motion is smooth and consistent across frames, although minor variations in lighting and color could be more refined to enhance visual quality. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":90,"visual_quality":85,"camera_composition":85}

Explanation: The generated video maintains the positioning and elements from the conditioning first frame. The motion of the smoke is smooth and visually pleasing, adhering well to the prompt's ambiance. Minor color shifts slightly affect visual quality but do not significantly detract from overall fidelity. | overall_score=88 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":90,"motion_quality":90,"temporal_consistency":88,"visual_quality":85,"camera_composition":90}

Explanation: The generated video closely adheres to the conditioning frame and prompt, maintaining a serene and consistent ambiance. The smoke movement is smooth, though slight temporal flicker is noted. Overall, camera composition remains steady and true to the static camera description. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":88,"visual_quality":92,"camera_composition":90}


Prompt: A group of salmon swims upstream across a flooded rural road, surrounded by a wire fence on the left and a distant car on the right. The camera remains static, capturing the wide view of the scene with focus on the road's vanishing point. The cloudy sky casts a cool, muted light over the environment, with water rushing dynamically across the road's surface. The lush, grassy fields on either side of the road are framed by trees, while the consistent water flow and fish direction create a natural, rhythmic movement. Retain the steady camera and lighting to ensure continuity.

Explanation: The generated video closely matches the conditioning frame and maintains fidelity throughout. Motion quality is high, with natural fish movements and water flow. Camera composition and lighting remain consistent with the prompt, ensuring a seamless view. | overall_score=95 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":95,"motion_quality":95,"temporal_consistency":95,"visual_quality":95,"camera_composition":95}

Explanation: The generated video maintains strong adherence to the conditioning frame with consistent visual elements such as the flooded road, fish, and environmental details. Motion is natural and continuous, but minor temporal variations were observed. Overall, the lighting and composition achieve the prompt's requirements well. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":90,"visual_quality":90,"camera_composition":85}

Explanation: The generated video retains good fidelity to the initial frame and adheres well to the prompt. Motion quality is smooth, capturing dynamic water and salmon movements. However, text overlays are present, affecting visual quality, and minor flickers slightly disrupt temporal consistency. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":75,"visual_quality":70,"camera_composition":85}

Explanation: The generated video closely mirrors the conditioning frame with consistent camera composition and realistic motion of water and fish. Prompt adherence is strong, capturing the dynamic movement and lighting. Issues arise from text overlays affecting visual quality. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":88,"motion_quality":85,"temporal_consistency":82,"visual_quality":80,"camera_composition":88}


Prompt: A police car with distinct black and white markings races down a suburban street, closely pursued by a white sedan. The scene is captured from a high aerial vantage point, maintaining a static frame with a wide top-down view. Houses with driveways line the sides of the road, and autumn trees add a touch of warmth to the otherwise cool and muted color palette. The lighting is natural, casting soft shadows. As the sequence unfolds over five seconds, both vehicles maintain a fast, consistent speed, ensuring no abrupt changes in their relative positions or the surrounding environment. The overall mood is tense, with a palpable sense of urgency and chase intensity.

Explanation: The video maintains a consistent aerial view and captures the suburban environment well. However, there's noticeable identity drift and slight geometry instability in the vehicles, affecting the motion quality and temporal consistency. The first frame is well respected, but not perfectly executed. | overall_score=76 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":70,"temporal_consistency":75,"visual_quality":80,"camera_composition":75}

Explanation: The video maintains strong fidelity with the conditioning frame and adheres well to the prompt, capturing the aerial chase with the specified natural lighting and scenery. Motion quality is solid, but there is minor identity drift, impacting temporal consistency. | overall_score=82 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":78,"visual_quality":85,"camera_composition":90}

Explanation: The generated video maintains high fidelity to the conditioning first frame and largely adheres to the prompt with consistent vehicle motion and aerial perspective. However, temporal jumps affect the perception of movement and disrupt temporal consistency, leading to deductions in motion quality and temporal consistency. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":75,"visual_quality":85,"camera_composition":90}

Explanation: The video starts well with a strong initial frame that matches the conditioning. However, throughout the sequence, there are noticeable identity drifts and temporal jumps, affecting the overall motion quality and consistency. The suburban setting with autumn trees is well captured, but the chase intensity is somewhat lost due to these issues. | overall_score=65 | aspect_scores={"first_frame_fidelity":80,"prompt_adherence":70,"motion_quality":60,"temporal_consistency":55,"visual_quality":65,"camera_composition":65}


Prompt: A person in a blue jacket is walking across a city street as captured through a phone screen. The phone, mounted on a stabilizer, remains static. In the background, a modern white and brown building rises behind sparse green trees. Traffic flows steadily with cars passing by. The scene is set in daylight, with bright, clear skies casting sharp natural light over the area. The phone interface displays recording settings and options, which remain constant throughout. The mood is functional and technological, focusing on smooth motion capture. Ensure the phone’s interface, building, and environmental lighting stay stable over time, while capturing the subtle nuances of urban life.

Explanation: The generated video begins with high fidelity to the conditioning frame. Prompt elements like the building and car traffic are maintained well. However, minor temporal jumps and flickers slightly disrupt smoothness and consistency, impacting the final motion quality and camera composition scores. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":82,"camera_composition":75}

Explanation: The video accurately follows the prompt with noticeable fidelity to the initial frame. The stable interface and building in the background adhere well to the requirement. However, there are minor identity drifts in the walking person and some temporal jumps, slightly impacting the quality. | 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 adherence to the conditioning frame, with all visual elements like the phone interface and background building remaining stable. The motion is smooth, however, slight temporal inconsistencies and flickering issues lower the temporal consistency and visual quality scores. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":70,"visual_quality":75,"camera_composition":80}

Explanation: The video maintains the setting of the prompt accurately, capturing the essence of urban life with stable lighting and environment. However, there's noticeable identity drift and slight temporal inconsistency, especially in the person's movement across the street. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":85}


Prompt: In the video clip, a flashlight lies on a wooden table beneath a shelf, alongside a coin in a black holder and a small stack of papers on the left. The scene is brightly lit with warm overhead lighting, accentuating the rich textures and warm tones of the wood. The camera remains static, capturing a focused medium close-up view throughout the sequence. Gradually, a hand enters from the left, adjusting the position of the papers, which shifts the primary visual focus slightly. Despite this action, the flashlight, coin, and overall color palette remain consistent, maintaining the original mood of stillness and precision.

Explanation: The generated video maintains good fidelity with the conditioning first frame, with minor changes in object positioning over time. Prompt elements are mostly adhered to, with stable lighting and static camera, but slight flickering and temporal inconsistencies reduce the overall quality. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":80}

Explanation: The initial frame matches the conditioning frame closely, maintaining fidelity. The video adheres to the prompt well but exhibits temporal inconsistencies and slight object shifts, affecting motion and composition. Visual quality is generally strong, but slight artifacts and geometry instability detract from the overall consistency. | overall_score=72 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":80,"motion_quality":70,"temporal_consistency":65,"visual_quality":75,"camera_composition":70}

Explanation: The generated video adheres well to the first frame and maintains the prompt's setting, with a static camera and consistent lighting. However, minor flicker and slight geometry instability affect temporal consistency and motion quality. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":77}

Explanation: The generated video respects the first frame's composition and maintains the prompt's lighting and mood. However, the hand movement is subtle and minimal. The video achieves strong temporal consistency and visual quality but loses points on motion quality due to lack of significant hand movement. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":90,"visual_quality":85,"camera_composition":85}


Prompt: The scene captures two large beakers on a laboratory table side by side, each filled with liquid. On the left, white liquid flows smoothly from a mixer into the beaker, creating a glossy texture. On the right, a yellow-hued liquid is stirred gently with a thin rod. The background is a plain, bright white, emphasizing the liquids’ hues. The camera remains static with a balanced, symmetrical frame, dividing the view equally between the two beakers. Lighting is soft, highlighting the creamy textures, creating a clinical yet serene mood. Consistently maintain the liquids’ viscosity and the precise alignment of the beakers throughout the sequence.

Explanation: The video maintains a strong adherence to the prompt, with excellent first frame fidelity and camera composition. Small issues with flickering slightly impact motion and visual quality. Overall, a strong representation of the desired scene. | 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 high fidelity to the conditioning frame and prompt, particularly with liquid texture and color. However, there are slight inconsistencies in motion quality and camera composition, such as minor identity drift and subtle geometric shifts. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":78,"visual_quality":80,"camera_composition":70}

Explanation: The generated video closely matches the first frame and adheres well to the prompt. However, there is slight drift in the alignment and minor inconsistencies in the liquid viscosity that affect temporal consistency and motion quality. | overall_score=75 | aspect_scores={"first_frame_fidelity":80,"prompt_adherence":80,"motion_quality":70,"temporal_consistency":75,"visual_quality":80,"camera_composition":70}

Explanation: The generated video maintains the visual style and composition of the conditioning frame reasonably well. However, minor geometry instability and identity drift in the beakers' positioning and liquid texture affect temporal consistency and fidelity. Lighting and composition are commendable but could be steadier in frame-to-frame cohesion. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":85}


Prompt: Amidst a dimly lit suburban street under a night sky, a static camera frames the scene, capturing a parked white car in the foreground with the house's right driveway visible. Across the road, a bright construction dumpster dominates the right side, with ghostly streetlamps casting pools of light, creating a stark contrast of textures. A distant speeding car crashes spectacularly at the intersection, leaving a cloud of dust and debris that rushes inward. The clip artfully maintains the structured composition, with the parked car, house, and dumpster remaining stable, while the lively chaos unfolds behind them. The mood is one of eerie suspense, emphasized by cool, muted colors and the consistent chiaroscuro lighting without any camera movement, ensuring a consistent, haunting ambiance throughout.

Explanation: The generated video maintains a high fidelity to the conditioning frame and captures the prompt's composition effectively. However, there are slight temporal jumps and the motion quality is good but not perfect, affecting the overall smoothness of the crash sequence. | 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 adheres well to the prompt, with the scene's structure and ambiance accurately maintained. Minor issues with temporal jumps and flickering slightly impact fluidity, but overall visual consistency is strong. | overall_score=82 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":75,"visual_quality":85,"camera_composition":80}

Explanation: The generated frames maintain high fidelity to the conditioning first frame and adhere well to the prompt's scene composition. Motion quality slightly suffers due to minor flicker and temporal jumps, affecting overall temporal consistency and visual quality. The atmosphere of eerie suspense is effectively conveyed through stable scenes and muted colors. | overall_score=82 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":78,"visual_quality":75,"camera_composition":85}

Explanation: The video starts with a high fidelity to the conditioning frame. The scene composition matches the prompt closely. There are some issues with identity drift and minor flickering, affecting temporal consistency. Motion quality is good but not perfect. | overall_score=75 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":75,"motion_quality":80,"temporal_consistency":70,"visual_quality":85,"camera_composition":90}


Prompt: In a nighttime urban setting, a hand with pliers adjusts a small sparking device on the left edge of a highway overpass, overlooking the bustling road below. The background features blurred headlights and distant buildings, creating an atmosphere of busy city life. The camera remains static throughout the 5-second clip, maintaining a close-up framing of the tool and spark, ensuring sharp focus on the detailed textures and colors—an interplay of dark shadows and bright, flickering sparks. The scene’s mood is tense and focused, emphasizing the precision of movement, with the sparking action as the central point. Consistency in lighting and positioning is imperative to highlight the sparks against the dark backdrop without any shifts.

Explanation: The generated video respects the conditioning frame well, maintaining fidelity and steady framing. The video adheres to the prompt by capturing the sparking action against a nighttime urban backdrop. Motion is smooth, despite minor fluctuations in spark texture. Overall visual quality is high, with effective contrast between shadows and sparks. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":87,"motion_quality":82,"temporal_consistency":84,"visual_quality":86,"camera_composition":88}

Explanation: The video maintains high fidelity with the conditioning frame and adheres to the benchmark prompt. The static camera and close-up focus contribute well to the composition. Minor brightness fluctuations were observed, slightly affecting temporal consistency and motion quality scores, but overall, the generated video delivers the desired tense and focused atmosphere. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":88,"motion_quality":84,"temporal_consistency":82,"visual_quality":85,"camera_composition":86}

Explanation: The video maintains strong fidelity to the first frame with consistent lighting, colors, and camera composition. The sparks are well highlighted against the dark backdrop, aligning with the prompt. There is slight inconsistency in motion and temporal transitions but overall quality remains high. | overall_score=86 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":88,"temporal_consistency":84,"visual_quality":87,"camera_composition":82}

Explanation: The video maintains strong adherence to the conditioning frame with consistent alignment and position. The sparks are well-captured against the dark backdrop. Minor flicker in lighting and movement consistency impacts scores slightly, but overall fidelity and composition are strong. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":92,"motion_quality":85,"temporal_consistency":88,"visual_quality":86,"camera_composition":89}


Prompt: A transparent glass mug is positioned on a black platform beneath a coffee machine's nozzle, centered in a minimalist, bright white background. Over five seconds, amber-colored coffee steadily fills the mug, creating a gentle swirl of color. The camera remains static, maintaining a medium close-up framing that emphasizes the coffee's smooth flow. Lighting is soft and even, highlighting the rich texture and color gradient within the mug, fostering a calm and inviting mood. Consistency in liquid flow and lighting is crucial as the coffee level rises progressively, maintaining visual stability throughout the clip.

Explanation: The video effectively maintains the first frame's fidelity and adheres well to the prompt describing smooth coffee flow in a minimalist setting. The motion is fluid, and the visual quality highlights the coffee's texture. However, there is slight identity drift and minor jumps in the liquid flow, which impacts temporal consistency. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":87,"motion_quality":85,"temporal_consistency":83,"visual_quality":88,"camera_composition":86}

Explanation: The video maintains high fidelity to the first frame and follows the prompt closely, showing good motion quality and camera composition. The flow of coffee and lighting are consistent, but the presence of a watermark slightly affects visual quality. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":85,"camera_composition":90}

Explanation: The generated video closely matches the conditioning frame and adheres well to the prompt, with smooth and continuous motion. However, the presence of a watermark detracts from the visual quality. The lighting and camera composition are consistent and align with the prompt requirements. | 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 opening frame closely matches the conditioning frame and maintains good fidelity. The video adheres well to the prompt, showing a steady flow of coffee with visually pleasing lighting and composition. Minor flicker and a slight distortion at the end slightly affect temporal consistency and motion quality. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":80,"camera_composition":85}


Prompt: In a dimly lit room, a camera pans smoothly across a cluttered surface, revealing two pillow-like objects on a beige couch. The background is a blurred combination of dark and light tones, suggesting a cozy, intimate setting. As the scene progresses, the focus shifts to a glass fish tank resting on a cabinet, its water gently rippling. A small fish swims languidly, casting fleeting shadows on the tank's sandy bottom. The ambient lighting is soft and natural, highlighting subtle textures in the glass and water. Throughout the clip, the camera movement is steady, maintaining a consistent perspective and ensuring the elements in the frame remain stable in terms of composition and color.

Explanation: The video successfully transitions from the conditioning frame to showcasing the scene in a dimly lit room. The motion quality is smooth and there is good adherence to the prompt. However, there is slight deviation in the first frame fidelity compared to the conditioning frame. | overall_score=78 | aspect_scores={"first_frame_fidelity":75,"prompt_adherence":80,"motion_quality":85,"temporal_consistency":80,"visual_quality":78,"camera_composition":80}

Explanation: The video generally adheres well to the prompt, with a smooth camera motion and effective composition. First-frame fidelity is good, but not perfect, as the pillows deviate slightly from the conditioning frame. The scene portrays the described elements effectively, with minor visual inconsistencies. | overall_score=85 | aspect_scores={"first_frame_fidelity":80,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":88,"visual_quality":82,"camera_composition":85}

Explanation: The video starts cohesively with the conditioning frame, but there are discrepancies in maintaining stability in object geometry. While the motion is fluid, the scene has minor identity drifts and composition does not entirely align with prompt specifics. | overall_score=73 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":70,"motion_quality":75,"temporal_consistency":80,"visual_quality":70,"camera_composition":60}

Explanation: The video adheres well to the prompt with accurate first-frame fidelity and captures the intended cozy scene. There are minor issues with motion jitter and slight geometry instability, but overall visual and composition quality are strong. | overall_score=76 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":78,"camera_composition":75}


Prompt: In an urban street setting, two bicyclists in casual attire move across a wide zebra crossing from left to right, paralleled by pedestrians. The concrete sidewalks and muted pastel buildings form the backdrop, while light grey skies create a flat, overcast lighting without harsh shadows. The camera remains static, capturing the scene from a low, wide-angle perspective, emphasizing the expansive striped crosswalk. The mood is calm yet bustling, with a consistent flow of cyclists and walkers. The color palette features subdued tones, and the texture of asphalt and stone adds urban grittiness. Throughout the sequence, the traffic flow and background architecture remain unchanged, maintaining continuity and stability.

Explanation: The video maintains the initial setting and perspective as per the conditioning frame and prompt, with stable urban structure and subdued colors. However, there is minimal visible motion of the bicyclists and pedestrians, and temporal consistency suffers from slight jumps. Visual quality is impacted by minor flickering throughout. | overall_score=70 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":75,"temporal_consistency":60,"visual_quality":65,"camera_composition":80}

Explanation: The generated video respects the conditioning first frame and maintains fidelity. The motion and temporal consistency are strong with minor issues due to a persistent watermark. The prompt is followed closely, capturing the urban setting and composition effectively. | overall_score=90 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":90,"visual_quality":85,"camera_composition":95}

Explanation: The video sequence maintains a close visual match to the first frame and supports the static camera setup with a low, wide-angle perspective. However, there is some identity drift in characters, and the presence of text overlays affects the visual quality. | overall_score=75 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":70,"motion_quality":80,"temporal_consistency":85,"visual_quality":65,"camera_composition":80}

Explanation: The generated video maintains strong fidelity to the conditioning frame and camera composition closely matches the prompt. Motion quality is smooth, with minor temporal inconsistencies observed. Visual quality captures the urban setting effectively, though prompt adherence lacks some elements like multiple cyclists and consistent pedestrian flow. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":80,"motion_quality":85,"temporal_consistency":80,"visual_quality":80,"camera_composition":90}


Prompt: In an urban street setting, a shirtless man with colorful tattoos and red dreadlocks stands confidently at the center, surrounded by friends. He is holding a bottle and gesturing energetically. The scene is lively, capturing the camaraderie of the group. The background features a white building with windows and a street sign, and the pavement is sunlit, creating harsh shadows. The camera remains static with a medium shot, maintaining focus on the central figure throughout the five-second clip. The lighting is bright, emphasizing their features and vibrant clothing, while the mood is upbeat and celebratory. Consistency in the characters' positions and expressions is maintained, reinforcing the moment’s authenticity.

Explanation: The generated video closely matches the conditioning frame and the prompt. It maintains a consistent setting and the central figure's appearance. Minor flicker and motion artifacts slightly affect quality, but overall adherence and composition are strong. | overall_score=83 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":82,"visual_quality":85,"camera_composition":85}

Explanation: The video maintains good fidelity to the conditioning frame and follows the prompt well. Motion is generally smooth but suffers slightly from flicker and minor identity drift. Camera composition is consistent, but visual quality could be improved. | overall_score=75 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":70,"temporal_consistency":70,"visual_quality":75,"camera_composition":80}

Explanation: The video maintains high fidelity to the conditioning frame and the prompt. Characters' positions and expressions are consistent, creating an authentic moment. Some minor motion blur is present, but overall visual and temporal consistency are strong. | overall_score=88 | aspect_scores={"first_frame_fidelity":92,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":87,"visual_quality":88,"camera_composition":85}

Explanation: The video effectively captures the prompt's lively and celebratory scene with consistent character actions and camera framing, closely matching the conditioning frame. Motion is smooth with minor variability, and the visual quality is bright and engaging. | overall_score=87 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":88,"motion_quality":85,"temporal_consistency":88,"visual_quality":86,"camera_composition":87}


Prompt: A man wearing a suit and glasses sits at a wooden desk in a dimly lit conference room. The camera remains static throughout the clip, capturing a mid-shot framing of the man from the chest up. A soft, warm light casts gentle shadows, creating a somber mood. A nameplate is visible on the desk. The man's facial expressions shift subtly as he speaks into a microphone, with brief pauses as he adjusts his posture and looks around the room. The deep brown textured walls of the conference room remain consistent, emphasizing the formal setting. The overall scene conveys an atmosphere of seriousness and concentration, with a steady focus on the main subject.

Explanation: The video respects the first frame and adheres mostly to the prompt with a consistent setting and static camera. Motion is smooth but slightly limited in diversity. The visible text overlay slightly affects the visual quality. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":80,"visual_quality":70,"camera_composition":90}

Explanation: The video maintains fidelity to the first frame and adheres well to the prompt regarding setting and mood. Motion is smooth with natural facial expressions. Minor issues include slight visual artifacts and rare temporal inconsistencies. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":80,"camera_composition":85}

Explanation: The video maintains fidelity to the first frame and prompt, capturing the somber atmosphere well. Motion is smooth, with subtle facial expressions and posture adjustments. However, slight temporal inconsistencies are noticeable in the facial transitions, affecting flow, but without major issues. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":85}

Explanation: The video exhibits high fidelity to the conditioning frame, maintaining the same setting and subject. Prompt adherence is strong, as the setting remains formal with a somber atmosphere. Minor motion quality issues are present, and temporal consistency is mostly maintained. Visual quality is high, but the text overlay suggesting manipulation negatively impacts the overall score slightly. | overall_score=87 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":85}


Prompt: A man adorned with jewelry and sunglasses sits in a dimly lit room, with vibrant blue and pink neon lights casting dramatic shadows. A woman's arms drape over his shoulders, adorned with rings and a sparkling watch. The camera remains static, tightly framing the man's upper body while the background remains out of focus, revealing minimal details. Over a few seconds, his hand moves subtly, adjusting his sunglasses while maintaining an impassive expression. The mood is intense and atmospheric, with the neon lights flickering slightly but consistently, maintaining a cool yet charged ambiance throughout the scene.

Explanation: The generated video closely matches the conditioning frame and adheres well to the prompt, featuring consistent lighting and smooth motion. However, minor improvements can be made in the temporal consistency for higher frame smoothness. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":88,"camera_composition":85}

Explanation: The video closely adheres to the prompt with vibrant neon lighting and a consistent static camera. The motion is smooth and visually pleasing with subtle hand movements. There is slight identity drift in facial features across frames, causing minor fidelity issues. | overall_score=86 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":88,"motion_quality":87,"temporal_consistency":85,"visual_quality":90,"camera_composition":88}

Explanation: The video maintains high fidelity to the conditioning frame with slight variations. It closely adheres to the prompt with atmospheric lighting and smooth motion throughout. The camera composition is tight and focuses effectively on the subject. Some minor fluctuations in lighting prevent a perfect score. | overall_score=85 | aspect_scores={"first_frame_fidelity":80,"prompt_adherence":85,"motion_quality":82,"temporal_consistency":88,"visual_quality":87,"camera_composition":85}

Explanation: The generated video closely follows the conditioning frame, maintaining a consistent visual appearance and style. The subtle hand movement aligns with the prompt, and the lighting effects enhance the atmospheric mood. Slight improvements could be made in the fluidity of the motion and more pronounced flicker effects for a higher score. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":90,"visual_quality":85,"camera_composition":85}


Prompt: A young person in a red shirt stands on a suburban street, pointing and speaking animatedly to the camera. The street is lined with trees and residential houses, while a police car drives past in the background. Over five seconds, a red car approaches and moves through the frame. The camera remains static with a wide framing, capturing the subject and passing vehicles. Sunlight filters through the trees, casting soft shadows, and the overall color palette is vibrant and bright. The mood is lively and dynamic, with the subject’s position and the camera’s angle remaining consistent throughout the clip.

Explanation: The video maintains good fidelity to the first frame, with the subject and background elements well aligned. The motion and temporal consistency are smooth, but the prompt adherence is slightly lower due to the red car's late entry into the scene. Camera composition is not wide enough, limiting the dynamic feel. | overall_score=78 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":75,"motion_quality":80,"temporal_consistency":85,"visual_quality":80,"camera_composition":70}

Explanation: The generated video maintains strong fidelity to the first frame, with consistent lighting and vibrant colors. However, minor geometry instability is observed in the street elements, and the red car's motion and appearance through the frame includes some blending artifacts, impacting motion quality. | overall_score=78 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":75,"motion_quality":80,"temporal_consistency":85,"visual_quality":80,"camera_composition":70}

Explanation: The generated video closely resembles the conditioning first frame with only minor identity drift. The prompt is largely followed, with the appearance of a red car and static camera. However, motion quality and temporal consistency show slight instability. | overall_score=84 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":83,"visual_quality":90,"camera_composition":85}

Explanation: The video maintains a good match with the conditioning frame and adheres to the prompt well. The motion of the cars is smooth with consistent lighting, although there is a slight jitter in temporal consistency. Overall, the video engages well with the expected vibrant, lively mood. | 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: In a cozy, warmly lit living room, a person holds a microphone, gesturing animatedly with one hand towards an Edison bulb against a textured wall. He wears a black T-shirt and blue jeans, standing to the right of a rustic wooden shelf laden with books and a potted plant. The background includes soft shadows cast by striped window blinds. The camera remains static throughout, maintaining a medium shot that captures his upper body and expressive gestures. The mood is casual and inviting, with the warm light casting soft shadows that stay consistent over time, enhancing the room's earthy tones. The subject's position and the background details should remain stable across the clip.

Explanation: The generation maintains high fidelity to the conditioning frame, with stable composition and lighting. However, minor flicker and slight temporal inconsistencies slightly detract from the overall quality. | 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 consistency with the conditioning frame and adheres well to the prompt, showing stable composition with no major visual artifacts. Some minor motion inconsistencies are noted, but they do not significantly detract from the overall quality. | overall_score=80 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":85,"visual_quality":80,"camera_composition":85}

Explanation: The video maintains high fidelity to the conditioning frame and smoothly captures the required scene setting and mood. Motion and composition are consistently well-executed. There is slight flickering which disrupts the temporal consistency slightly, but this does not significantly detract from the overall quality. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":88,"visual_quality":85,"camera_composition":90}

Explanation: The video maintains good fidelity to the conditioning frame and adheres to the prompt with stable visual quality. The motion is natural with consistent lighting. However, slight shifts in the subject’s position slightly affect temporal consistency. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":85}


Prompt: A towering robotic structure resembling a tripod dominates the scene, its metallic frame gleaming under diffused sunlight. Positioned against a hazy, mountainous horizon, it strides deliberately across a misty landscape. The camera remains static, framing the entire creature, allowing its slow, deliberate movement to be the focal point. The sky is overcast, casting a bluish tint, enhancing the mysterious atmosphere. The texture of the machine is sleek and reflective, contrasting with the soft, diffused clouds in the background. Throughout the sequence, both the lighting and spatial positioning remain consistent, emphasizing the gravity and steadiness of the creature's march, while the mood oscillates between awe and unease, encapsulated in a sci-fi ambiance.

Explanation: The video maintains high fidelity to the conditioning frame and prompt, capturing the sci-fi ambiance well. However, there are minor motion artifacts and temporal inconsistencies that disrupt the smoothness of the march, impacting the overall quality. | overall_score=75 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":70,"temporal_consistency":65,"visual_quality":80,"camera_composition":75}

Explanation: The video maintains high fidelity to the conditioning frame and adheres well to the static camera composition and lighting of the prompt. However, the robot's geometry shows noticeable instability, and the motion quality lacks fluidity. Despite these issues, the atmospheric elements are well rendered, enhancing the sci-fi ambiance. | overall_score=70 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":75,"motion_quality":60,"temporal_consistency":70,"visual_quality":65,"camera_composition":85}

Explanation: The video maintains the overall look of the conditioning frame well and adheres to the prompt's atmosphere and camera composition. However, there are noticeable geometry instabilities in the robot structure and inconsistencies in the motion over time, affecting overall quality. | overall_score=75 | 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 fidelity to the first frame and adheres well to the prompt's visual style. However, the motion is slightly erratic, with some minor identity drift and geometry instability. The atmosphere and texture are well-captured. | overall_score=68 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":75,"motion_quality":60,"temporal_consistency":65,"visual_quality":70,"camera_composition":65}


Prompt: The scene features a tall, transparent glass filled with a dark, swirling liquid, likely a soft drink or coffee, placed centrally on a smooth, reflective surface. The background is an out-of-focus white wooden panel, suggesting an indoor setting. The visual focus is on the gradual, mesmerizing movement of foam rising within the liquid over the five-second duration. The camera remains static, capturing a close-up, centered view without any pan or zoom. Lighting is soft and even, illuminating the glass from the front, creating subtle reflections and a calming, neutral atmosphere. Throughout the clip, the orientation of the glass and the background must remain stable, ensuring consistent focal points and composition.

Explanation: The video maintains high fidelity to the conditioning frame and adheres well to the prompt with smooth motion and consistent composition. Minor issues with foam movement slightly affect motion quality but do not impact the overall visual 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 accurately represents the conditioning frame with consistent camera composition and visual quality. There is excellent adherence to the prompt, with stable motion and temporal consistency. The video successfully maintains focus on the glass and the swirling liquid, capturing the rise of the foam smoothly. | 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 maintains strong fidelity to the conditioning frame and has stable composition. However, the foam movement is minimal and lacks the mesmerizing quality specified in the prompt. Minor temporal flickers reduce the temporal consistency. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":85,"camera_composition":90}

Explanation: The generated video maintains the conditioning frame's composition and lighting well. Foam movement is visible, but could be more pronounced for better adherence. Temporal consistency and visual quality are strong, with minor motion quality imperfections. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":90}