Prompt: In a bustling city street, a diverse group of pedestrians gathers on the sidewalk as a tall skyscraper, partially obscured by fog, looms in the background. The environment is urban, with buildings featuring numerous windows and a recognizable fast-food icon. The temporal action follows people occasionally adjusting their positions while a few cars cruise by on the wet road. The camera remains static with a wide frame, capturing the scene's depth. Lighting is diffused, creating a soft, overcast mood with muted colors. Throughout the sequence, the spatial configuration and the fog-clad skyscraper maintain consistent visibility, reinforcing the dynamic yet steady cityscape ambiance.

Explanation: The sequence maintains high fidelity to the first frame, capturing the essence of a bustling urban street with consistent scene elements. Motion quality is good, though slightly lacking in variety. The generated video matches the prompt well, with appropriate lighting and composition. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":85}

Explanation: The generated video maintains fidelity to the conditioning frame and prompt, with consistent skyscraper visibility and ambient mood. Minor issues in motion and occasional visual noise slightly reduced the overall score. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":85,"camera_composition":85}

Explanation: The generated video maintains excellent alignment with the conditioning frame, featuring consistent visibility of the fog-clad skyscraper and urban environment. Minor temporal flickers are present, but overall prompt adherence and composition are strong. | 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 high fidelity with the conditioning frame and adheres closely to the prompt details, capturing the urban environment effectively. Motion and temporal aspects suffer slightly due to flicker and instability, but overall visual and compositional qualities remain strong. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":75,"temporal_consistency":80,"visual_quality":72,"camera_composition":85}


Prompt: In a dimly lit, industrial basement, a man and a young girl with braided hair crouch on a worn plaid couch, gripping a colorful blanket. The scene is filled with tension as they watch a sleek, futuristic device advance slowly. The camera remains static, keeping tight focus on their expressions of fear and anticipation. Moody blue lighting casts shadows on the brick walls, adding to the suspenseful atmosphere. The environment is cluttered with shelves, tools, and exposed wiring, contributing to the setting's gritty texture. Throughout the clip, maintain consistent lighting and color scheme, ensuring no abrupt changes in mood or environment, while emphasizing their anxious expressions.

Explanation: The video maintains a high fidelity to the conditioning frame with consistent lighting and camera composition. The motion is smooth, and the environment aligns well with the prompt, though the focus on their expressions could be slightly improved. | overall_score=88 | aspect_scores={"first_frame_fidelity":92,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":86,"visual_quality":88,"camera_composition":87}

Explanation: The generated video closely follows the prompt with consistent lighting, setting, and character expressions. Some minor shifts in the initial frame match slightly reduced fidelity. Otherwise, it maintains good motion quality and temporal consistency. | overall_score=85 | aspect_scores={"first_frame_fidelity":80,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":85,"visual_quality":90,"camera_composition":80}

Explanation: The generated video closely matches the initial frame, maintaining fidelity and adherence to the prompts. Lighting and camera composition remain consistent throughout. There was minor identity drift, but it maintained the general atmosphere and intensity of the context. | overall_score=85 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":90,"temporal_consistency":88,"visual_quality":87,"camera_composition":85}

Explanation: The video maintains consistent lighting and mood, adhering well to the prompt. Some minor identity drift and flickering are noted but do not significantly detract from the overall quality. | overall_score=75 | aspect_scores={"first_frame_fidelity":70,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":85,"camera_composition":80}


Prompt: In a modern kitchen with sleek white cabinets and natural light streaming in from a large window, a freshly baked, rustic loaf of bread is prominently placed on a marble countertop. The bread, with a golden-brown crust and airy interior, is halved, resting on a cutting board. A stainless-steel knife lies nearby, glinting under the soft kitchen lights, which create a warm, inviting ambience. The camera remains static, maintaining a consistent close-up framing that captures the bread's texture and color details. Throughout the 5-second clip, ambient lighting and spatial positioning of objects stay stable, allowing the scene’s serene, cozy mood to remain undisturbed.

Explanation: The generated video maintains strong adherence to the initial frame and the provided prompt, with slight motion and temporal inconsistencies reducing the score. Overall, the visual quality and camera composition are maintained well, providing a consistent viewing experience. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":85}

Explanation: The video shows excellent fidelity to the conditioning frame, maintaining the composition and lighting described in the prompt. There is minor motion, and temporal consistency is well-preserved. Visual quality is high, with great detail in the bread’s texture and color. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":90,"camera_composition":90}

Explanation: The generation maintains very high fidelity to the conditioning frame and adheres well to the descriptive prompt. The ambient lighting remained consistent with no visible flicker, and the smooth camera composition effectively framed the bread and knife details. | overall_score=87 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":85,"camera_composition":85}

Explanation: The generated video maintains high fidelity with the conditioning frame and adheres well to the prompt, capturing the serene mood and details. Minor motion blur and slight flickering affect the quality and consistency. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":85}


Prompt: A pair of vividly swirling soap bubbles dominate the frame, symmetrically positioned against a deep black background. The scene captures dynamic iridescent colors shifting in mesmerizing patterns across the bubbles' surfaces. The camera remains static, providing a close-up view with the bubbles’ contours glowing in blue, yellow, and magenta hues. The lighting is soft yet vibrant, enhancing the fluid motion and evoking a dreamy, tranquil mood. Throughout the five-second clip, the bubbles' size and position remain constant, while the internal swirling patterns undergo a graceful transformation. The texture of the reflections shifts continuously, maintaining a seamless flow of color changes without altering the overall symmetry or luminance.

Explanation: The generated video exhibits high fidelity to the conditioning frame, maintaining symmetry and color accuracy. The motion is fluid and smooth, demonstrating graceful transformations in texture and colors. Visual quality remains high with no significant artifacts, and the composition correctly adheres to the static camera requirement. | 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 generated video closely adheres to the conditioning frame, maintaining symmetry and color schemes. The swirling patterns transform smoothly, keeping high visual quality and temporal consistency. The bubbles remain constant in size and position, aligning well with the prompt. | overall_score=95 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":95,"motion_quality":96,"temporal_consistency":94,"visual_quality":96,"camera_composition":95}

Explanation: The video closely matches the conditioning frame and adheres well to the prompt with bright, dynamic colors. Motion is smooth, but slight geometry instability is present, and some small temporal inconsistencies occur during transitions. | overall_score=82 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":78,"visual_quality":85,"camera_composition":85}

Explanation: The video maintains high fidelity to the conditioning frame, with compelling color dynamics and motion quality. There is a minor, barely noticeable inconsistency in the temporal flow of color shifts across frames. Overall, the video excels in maintaining the prompt’s requirements of symmetry and vibrant fluid motion. | overall_score=90 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":90,"motion_quality":88,"temporal_consistency":87,"visual_quality":92,"camera_composition":95}


Prompt: In a cozy kitchen, a man with a navy shirt examines and stacks coins on a dark granite countertop, opposite a wall with a mirror and a windowsill adorned with small items. The fixed camera captures a close-up view of his meticulous hand movements as he sorts through the coins, creating stacks that grow steadily across the frames. Natural light filters through the window, casting soft highlights on the textured surface, setting a calm, focused mood. Throughout the uninterrupted sequence, the elements, including the counter layout and background, remain consistently stable, maintaining the serene ambiance and the subject's concentration.

Explanation: The generated video closely follows the prompt with consistent hand movements and stable background elements. The natural lighting adds to the ambiance, and there are no perceptible artifacts or identity drifts. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":90,"camera_composition":90}

Explanation: The video maintains high fidelity to the first conditioning frame and closely adheres to the prompt with clear focus on the coin stacking and stable elements. Motion is smooth, although minor inconsistencies in temporal alignment slightly affect overall consistency. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":90,"temporal_consistency":85,"visual_quality":90,"camera_composition":85}

Explanation: The video maintains high fidelity with the conditioning frame and adheres well to the prompt, capturing the hand movements in a stable setting with consistent lighting. Minor temporal inconsistencies and slight motion artifacts slightly affect the fluidity. | 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 generated video closely matches the conditioning frame and adheres well to the prompt with stable elements and smooth motion. Minor variations in visual quality and slight discrepancies in the prompt adherence are noted, but overall execution is strong. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":88,"visual_quality":85,"camera_composition":92}


Prompt: A dynamic basketball game unfolds with players in red and white jerseys. The main action occurs near the three-point line, where players aggressively dribble and defend. The court is surrounded by enthusiastic spectators, with a digital scoreboard overhead. The camera remains static, offering a wide shot that captures the key players and the audience's anticipation. The arena features bright, even lighting, highlighting the rich colors of the jerseys and the polished wood texture of the court. The mood is tense and electric, as the players' movements are quick and precise. The positioning of the players, court markings, and audience remain consistent, ensuring continuity throughout the clip.

Explanation: The video maintains high fidelity to the first frame with consistent camera composition and lighting. It adheres well to the prompt, capturing a basketball game with dynamic motion and vibrant colors. Some flickering in score overlays slightly impacts motion quality and temporal consistency. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":88,"temporal_consistency":90,"visual_quality":92,"camera_composition":95}

Explanation: The generated video maintains fidelity to the first frame and adheres well to the prompt, displaying a dynamic basketball game near the three-point line. Visuals are sharp, and both lighting and colors remain rich. Minor issues with motion fluidity slightly reduce the scores for motion quality and temporal consistency. | 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 generally maintains the static wide shot from the conditioning frame, ensuring good first frame fidelity and camera composition. However, the sequence shows flickering and temporal jumps affecting temporal consistency and visual quality. The scoreboard inconsistencies also reduce adherence to the prompt. | overall_score=65 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":70,"temporal_consistency":60,"visual_quality":60,"camera_composition":80}

Explanation: The generated video maintains high fidelity with the conditioning frame and shows good adherence to the prompt. Motion quality and temporal consistency are strong, though minor flickering in the score overlay affects visual quality. The overall composition remains consistent, capturing the intended dynamics and mood. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":85}


Prompt: The scene depicts a close-up of a pour-over coffee setup with a glass dripper and filter holder on a metallic stand. Hot water is being poured from a black kettle onto dark coffee grounds in a white paper filter. The background is softly blurred brown wood, creating a warm, inviting mood. The camera is static, focusing on the rising bubbles and swirling coffee throughout the sequence. Natural lighting highlights the amber tones and glossy textures. Consistency should be maintained in the lighting and positioning of objects, with no deviation in the setup's composition or the coffee's appearance as it brews.

Explanation: The video maintains high fidelity to the initial conditioning frame and adheres closely to the prompt. The lighting and composition are consistent throughout, and the motion of the bubbles and coffee pouring is smooth. There were no significant deviations or artifacts observed. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":87,"visual_quality":88,"camera_composition":90}

Explanation: The video maintains high fidelity to the first frame, with consistent composition and motion throughout. Minor lighting shifts affect the warm mood slightly. The generation adheres well to the prompt, capturing the essence of a close-up pour-over coffee scene. | overall_score=84 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":85,"temporal_consistency":90,"visual_quality":82,"camera_composition":88}

Explanation: The generated video maintains high fidelity to the conditioning frame, with consistent lighting and accurate camera composition. The motion captures rising bubbles effectively, but minor flicker and slight positional drift are observed, which affect temporal consistency. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":88,"motion_quality":82,"temporal_consistency":87,"visual_quality":83,"camera_composition":90}

Explanation: The video maintains excellent fidelity to the conditioning frame with smooth motion depicting the pour-over process. The lighting and composition are consistent throughout, adhering closely to the prompt, with minor deviations in bubbling detail. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":89,"temporal_consistency":90,"visual_quality":88,"camera_composition":89}


Prompt: The scene captures a dimly lit atmosphere where raindrops relentlessly fall upon a dark, reflective surface beneath. The main focus is a shallow puddle, where ripples expand and distort the reflected city lights. Reflections add a blurred, abstract quality, enhanced by the shimmering streetlights in the background. The camera remains static, emphasizing the symmetry and serenity of raindrops hitting the puddle. Cool, muted tones dominate, maintaining a contemplative mood throughout. Lighting remains low and indirect, contributing to the sense of calm and solitude. Consistency in reflection intensity and the rippling effect must remain stable over time, ensuring a seamless and fluid depiction of the rain's interaction with the surface.

Explanation: The video closely adheres to the prompt, maintaining cool tones and a reflective surface. While the initial frame generally matches the conditioning frame, minor inconsistencies in reflection clarity reduced the score. There is good motion quality and temporal consistency, though slight flickering in reflections is present. | overall_score=75 | aspect_scores={"first_frame_fidelity":80,"prompt_adherence":75,"motion_quality":78,"temporal_consistency":80,"visual_quality":70,"camera_composition":72}

Explanation: The video adheres well to the dimly lit atmosphere with reflective surfaces and rippling effects, matching the benchmark prompt. The first frame somewhat respects the conditioning frame, but there is slight identity drift over time. Lighting, tone, and composition are well-maintained, although there are minor inconsistencies in ripple behavior. | overall_score=82 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":78,"temporal_consistency":83,"visual_quality":85,"camera_composition":82}

Explanation: The video closely follows the initial conditioning frame in terms of lighting and reflection. However, there are minor geometric instabilities and temporal inconsistencies that affect the seamless portrayal of the scene. The visual quality and static camera contribute positively to the overall atmosphere. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":82,"camera_composition":78}

Explanation: The video adheres well to the prompt, capturing the dimly lit atmosphere and reflecting ripples on a dark surface effectively. Motion and temporal consistency are strong, though slight deviations in lighting affect first frame fidelity and camera composition somewhat. | overall_score=85 | aspect_scores={"first_frame_fidelity":80,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":85,"camera_composition":80}


Prompt: A glass of water with two ice cubes sits on a dark wooden table against a warm, golden-hued wall, creating an intimate, cozy atmosphere. The camera remains static, keeping a close-up, eye-level framing of the glass as small bubbles rise gently to the surface, illuminating the subtle textures on the ice. The ambient light casts soft, yellowish reflections on the glass and table, enhancing the tranquil and serene mood. Over the 5-second duration, the position and orientation of the ice, glass, and background elements should remain stable, ensuring consistency in the scene's spatial composition and lighting.

Explanation: The generated frames maintain strong fidelity to the conditioning frame, with consistent object positioning and lighting. Motion of bubbles is subtle and consistent, with minimal flickering or temporal jumps, achieving a serene and intimate atmosphere as described in the prompt. | 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 generated video closely matches the conditioning frame and the prompt throughout its duration. The video maintains spatial and lighting consistency, with minor motion in the rising bubbles adding quality depth. | overall_score=95 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":95,"temporal_consistency":95,"visual_quality":95,"camera_composition":95}

Explanation: The generated video maintains the scene’s spatial composition and lighting well, showing only minor temporal inconsistencies in bubble movement. The first frame closely matches the conditioning frame, and visual quality is consistently high throughout. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":94,"motion_quality":90,"temporal_consistency":88,"visual_quality":93,"camera_composition":92}

Explanation: The generated video maintains excellent adherence to the conditioning first frame and prompt, with good visual quality and composition. However, minor flickering and slight temporal instability reduce the overall motion quality and temporal consistency. | overall_score=81 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":75,"temporal_consistency":70,"visual_quality":85,"camera_composition":80}


Prompt: A man wearing a houndstooth fedora and white jacket stands against a black background, exhaling smoke in graceful swirls that rise around his face. The environment is minimal and dark, highlighting the wisps of smoke and the reflection of light on his clothing. The scene unfolds with him standing motionless as smoke gently curls upwards, creating a mysterious ambiance. The camera remains static, capturing a medium close-up that centers him in the frame. Warm, soft lighting casts shadows that enhance the textured surface of his jacket, setting a contemplative mood. The position of the man and the black backdrop must remain consistent throughout the clip.

Explanation: The generated frames maintain strong fidelity to the first frame, with smooth motion of smoke and consistent camera composition. Minimal identity drift and stable geometry enhance temporal consistency, capturing the contemplative mood and mystery described in the prompt. | overall_score=87 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":88,"temporal_consistency":86,"visual_quality":89,"camera_composition":85}

Explanation: The first frame closely matches the conditioning frame with only slight variations. The video adheres well to the prompt, capturing the contemplative mood with good lighting and smoke effects. Some minor flickering affects temporal consistency slightly. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":77,"visual_quality":80,"camera_composition":83}

Explanation: The generated video maintains high fidelity to the first frame, and adheres well to the prompt with minimal identity drift. There is a smooth motion of smoke, though minor temporal inconsistencies are noted. Visual quality is strong, with excellent lighting and composition. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":75,"visual_quality":85,"camera_composition":95}

Explanation: The generated video maintains high fidelity to the first frame with minimal changes to the background and subject. The prompt is adhered to with the effective portrayal of smoke swirling gracefully, and the lighting enhances the mood as described. Some minor geometry instability in smoke flow prevents a perfect score. | overall_score=89 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":92,"motion_quality":87,"temporal_consistency":88,"visual_quality":90,"camera_composition":89}


Prompt: Generate a video clip depicting close-up green leaves hanging from dark branches, with water droplets falling amidst heavy rain, creating a rhythmic patter. The background is a blurred green forest captured through a static camera, focused tightly on the leaves, maintaining a consistent framing throughout. The scene conveys a tranquil and fresh mood enhanced by soft, diffused, natural lighting. The texture of wet leaves stays glossy, reflecting ambient light without change. The color palette remains predominantly deep greens and grays. Ensure that the rain is continuous and the leaf movements are gentle and responsive to the rainfall, preserving the natural serenity and flow of the scene.

Explanation: The video maintains high fidelity to the first frame with consistent composition. Motion is smooth with gentle leaf movements, but slight flickering affects temporal consistency. The glossy texture and lighting align well with the prompt, preserving the serene mood. | 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 high fidelity to the conditioning frame with consistent framing and lighting. The prompt adherence is strong, capturing the tranquil mood and close-up focus on the leaves, although the rain appeared slightly less intense than described. Temporal consistency and natural motion quality are maintained throughout, with no noticeable flicker or jumps. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":95,"visual_quality":90,"camera_composition":90}

Explanation: The video stays true to the conditioning frame and adheres closely to the prompt. The motion of the leaves and the rain is smooth and consistent, maintaining a serene atmosphere. Visual quality and camera composition are excellent throughout with no observable inconsistencies. | overall_score=95 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":95,"temporal_consistency":95,"visual_quality":95,"camera_composition":95}

Explanation: The video maintains high fidelity to the conditioning frame with consistent camera composition. The overall adherence to the prompt is strong, though the motion of the leaves could be smoother, with minor temporal inconsistencies. Visual quality and lighting effectively create a tranquil mood. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":80,"visual_quality":85,"camera_composition":90}


Prompt: A wicker basket filled with a pineapple, bananas, oranges, and apples sits centrally on a glossy white surface. The scene is brightly lit with soft, even lighting, creating crisp shadows and reflections on the surface. The camera is static, capturing the basket in a wide frame from a slightly elevated angle. Over the five-second clip, the fruit remains stationary, maintaining its arrangement and color integrity, with the focus unwaveringly on them. The mood is fresh and inviting, with the bright colors of the fruits sharply contrasting against the white background. The texture of the pineapple and smooth surfaces of the other fruits add to the vivid realism, demanding consistency in color and position throughout.

Explanation: The video closely follows the prompt with proper lighting, colors, and camera composition. However, slight inconsistencies in fruit positioning and minor flickering affect motion quality and temporal consistency. | overall_score=78 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":80,"visual_quality":85,"camera_composition":85}

Explanation: The video strongly adheres to the prompt in terms of fruit arrangement and lighting. However, there are noticeable temporal jumps and slight geometry instability, causing irregularity in the realism. The composition and colors remain consistent, elevating the overall quality. | overall_score=75 | aspect_scores={"first_frame_fidelity":80,"prompt_adherence":85,"motion_quality":70,"temporal_consistency":65,"visual_quality":75,"camera_composition":90}

Explanation: The video shows excellent fidelity to the first frame and maintains good visual quality throughout. However, there's a slight shift in camera angle and minor color inconsistency which affects temporal consistency and prompt adherence. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":80,"visual_quality":85,"camera_composition":85}

Explanation: The video maintains a high degree of fidelity to the conditioning frame. Prompt adherence is strong, with sharp colors and static arrangement. There is minor flicker in the reflections, but the overall visual quality and temporal consistency are well-executed. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":90,"temporal_consistency":85,"visual_quality":80,"camera_composition":90}


Prompt: A man wearing a dark hoodie and cap leans against the hood of a sleek black car parked on a suburban street. The car doors are open, flanked by palm trees and houses under a cool, evening sky. Neon blue and green tones dominate the scene, creating a moody atmosphere as the streetlights flicker on. Over the 5-second clip, the camera remains static, maintaining a medium shot, while the man gestures animatedly with his arms, conveying a sense of rhythm and liveliness. Ensure the lighting, colors, and vehicle details remain consistent throughout the sequence, enhancing the urban vibe.

Explanation: The video maintains fidelity to the conditioning frame with consistent lighting and color tones. The adherence to the prompt is strong, despite minor discrepancies in gesture fluidity. Motion and transitions are smooth, with an effective use of neon colors enhancing the mood. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":80,"motion_quality":85,"temporal_consistency":85,"visual_quality":80,"camera_composition":90}

Explanation: The video closely matches the conditioning frame and successfully adheres to the prompt's mood with consistent neon tones and urban vibes. The animated gestures maintain the lively atmosphere, though there is minor temporal inconsistency during arm gestures. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":80,"visual_quality":90,"camera_composition":85}

Explanation: The video maintains strong fidelity to the conditioning frame, with consistent lighting and coloration that adheres well to the prompt. The motion quality is smooth and consistent, conveying the intended rhythm and liveliness. Some minor issues with scene detail in adhering precisely to the prompt restrict further scoring. | overall_score=87 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":88,"temporal_consistency":90,"visual_quality":85,"camera_composition":85}

Explanation: The generated video maintains good fidelity with the conditioning frame, displaying consistent neon lighting and atmosphere throughout. The man's gestures are lively, fitting the prompt. There were no major temporal jumps or flicker, though some minor motion blur slightly impacted motion quality. Overall, the video effectively captures the urban vibe as described. | overall_score=85 | aspect_scores={"first_frame_fidelity":92,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":88,"visual_quality":86,"camera_composition":85}


Prompt: A man with short gray hair and a beige shirt sits in an outdoor tribal setting, engaging with a local person painting a wooden object. In the background, other individuals, one seated with bare torso and arm bands, are partially visible amid lush greenery and rustic structures. The sequence captures the man's animated gestures as he speaks and shows interest in the crafting process. The camera remains mostly static with a slight zoom to emphasize his expressions. Warm, natural lighting creates earthy tones, adding to the tranquil, respectful mood. Consistency is maintained in the setting and the characters' positions and attire throughout the clip.

Explanation: The generated video effectively matches the conditioning frame and adheres well to the prompt description. The animation captures the animated interaction and maintains setting consistency. Minor temporal inconsistencies and visual details slightly affect the score. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":85,"camera_composition":85}

Explanation: The video respects the conditioning frame well with a high degree of visual fidelity and consistency in setting. Motion is generally smooth, though there are slight temporal jumps. The camera composition aligns with the prompt, maintaining a mostly static position with subtle zoom. | 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 effectively maintains the first frame's visual elements. The sequence adheres well to the prompt in terms of setting and character interaction. Slight geometry instability is noted. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":80,"visual_quality":85,"camera_composition":75}

Explanation: The generated video maintains high fidelity to the first conditioning frame and adheres well to the prompt, with consistent character and setting throughout. The slight zoom enhances expression, and the warm lighting complements the mood. There are no significant artifacts or temporal issues noted. | overall_score=89 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":88,"temporal_consistency":90,"visual_quality":87,"camera_composition":85}


Prompt: The scene features a close-up of a vibrant, swirling liquid with colorful, psychedelic patterns across its surface. Predominantly featuring pink, green, and yellow hues, the liquid’s textures continuously shift and morph gently. The camera remains static with a centered framing, focusing on the swirls that evoke a sense of fluid motion. The background is a deep, dark hue that enhances the vividness of the colors, creating a striking contrast. Soft lighting casts an even glow over the liquid, emphasizing the mesmerizing patterns. Spatial layout includes two small, distinct black dots prominent in each frame. The patterns and overall color scheme must stay consistent throughout the clip, maintaining a calm, entrancing mood.

Explanation: The generated video excellently matches the conditioning first frame and the prompt. The psychedelic patterns and color consistency are well maintained, and the motion quality is smooth and fluid. The black dots remain constant, and the camera composition effectively emphasizes the vibrant liquid. | overall_score=95 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":95,"temporal_consistency":95,"visual_quality":95,"camera_composition":95}

Explanation: The video maintains strong fidelity to the conditioning frame, with consistent vibrant colors and swirling patterns as described in the prompt. Motion is fluid and consistent, with only minor variation. The camera composition is excellent and maintains centered framing throughout. Overall, it provides a mesmeric, calm experience. | overall_score=95 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":95,"visual_quality":95,"camera_composition":100}

Explanation: The generated video frames show a high level of fidelity to the conditioning first frame. The colors are vibrant and consistent with the described hues in the prompt. The motion and morphing of the patterns are smooth and continuous, maintaining the entrancing mood. There is minimal flicker or instability, with only slight variations in patterns affecting temporal consistency. | overall_score=95 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":95,"temporal_consistency":90,"visual_quality":95,"camera_composition":95}

Explanation: The video flawlessly extends from the initial frame, maintaining a consistent and vibrant color palette close to the prompt. The motion is smooth and patterns shift fluidly without noticeable artifacts. The camera remains static, emphasizing the psychedelic patterns effectively. | overall_score=95 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":95,"temporal_consistency":95,"visual_quality":95,"camera_composition":100}


Prompt: A marina filled with luxury yachts, their sleek white surfaces glistening under the midday sun, forms the centerpiece of the scene. The yachts are neatly aligned in parallel rows, reflecting softly in the calm water. A static widescreen shot captures the harbor's tranquil atmosphere under a partly cloudy sky. The camera remains stable, with no movement over the five-second duration. The lighting is bright, creating a vivid contrast between the clear sky and the boats. The mood is serene, with no changes in light or yacht positioning, ensuring a consistent and peaceful maritime setting throughout the clip's entirety.

Explanation: The video maintains high fidelity to the conditioning frame with smooth motion and consistent camera composition. There is minor geometry instability in some frames and slight lighting variations, but overall adherence to the prompt is strong. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":85,"visual_quality":85,"camera_composition":90}

Explanation: The video closely matches the conditioning first frame and adheres well to the prompt, with a consistent scene and stable camera composition. Minor motion inconsistencies are present, but they do not significantly detract from the overall quality. | overall_score=88 | aspect_scores={"first_frame_fidelity":92,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":87,"visual_quality":90,"camera_composition":90}

Explanation: The generated video maintains high fidelity to the conditioning frame with consistent appearance of yachts and lighting. There is minimal motion or flicker, and the camera remains stable, aligning well with the serene mood described in the prompt. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":93,"temporal_consistency":94,"visual_quality":91,"camera_composition":92}

Explanation: The generated video resembles the conditioning frame well with no major geometry instability or flicker. The prompt is adhered to with stable wide shots capturing luxury yachts under a partly cloudy sky. Some loss in visual quality and slight variations restrains a perfect score. | overall_score=85 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":95,"visual_quality":80,"camera_composition":85}


Prompt: A charismatic figure commands the scene, gripping a microphone tightly, their expression intense and animated. Set against a backdrop of colorful LED lights, the ambiance is vibrant yet controlled. The camera is static, capturing a close-up of the subject as they passionately speak, their emotions shifting from frustration to determination and back. The lighting is bright and focused, enhancing the vividness of the scene. The skin tones and dark clothing contrast sharply with the vibrant background, emphasizing mood and presence. Throughout the sequence, the subject’s position and focus remain stable, underscoring their unwavering intensity and keeping the dynamic energy consistent while the lights add rhythmic movement in the periphery.

Explanation: The generated video maintains high fidelity to the conditioning frame, capturing expressions well. However, there are minor temporal jumps impacting consistency. Visual quality is high, with well-maintained lighting and close-up focus on the subject. | overall_score=82 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":75,"visual_quality":88,"camera_composition":80}

Explanation: The video maintains high fidelity to the first frame and successfully captures the requested intense, animated performance. While there is some minor temporal flickering during the speech, the overall quality and consistency are very high. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":90}

Explanation: The video maintains high fidelity to the first frame and effectively captures the requested emotional intensity through naturalistic facial movements. While there is some minor temporal flickering around the mouth, the overall visual quality and consistency are very strong. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":95}

Explanation: The video closely follows the condition frame and prompt. It exhibits stable camera work and consistent lighting, enhancing the dynamic expression shifts. Minor variations in motion suggest broad adherence to the prompt. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":88,"temporal_consistency":94,"visual_quality":93,"camera_composition":90}

Explanation: The video demonstrates high fidelity to the conditioning frame and effectively captures the requested emotional intensity and vibrant atmosphere. While there is some minor temporal instability in the facial region during speech, the overall quality is high and the composition remains stable throughout. | overall_score=88 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":95,"motion_quality":85,"temporal_consistency":82,"visual_quality":90,"camera_composition":95}


Prompt: A shadowed silhouette of hands rapidly typing on a sleek laptop keyboard, occupying the foreground. Positioned at a slight angle, the laptop's reflective screen faces right, cutting a dynamic profile against vertically striped backlit blinds. The scene's environment is moody and minimalistic, characterized by a stark contrast of deep shadows and bright lights. The temporal sequence captures the rhythmic motion of typing fingers, maintaining the steady pace throughout the clip. The static camera frames the action in an intimate close-up, emphasizing the tactile interaction. The lighting is cool and sharp, with textures of ribbed keys and metallic surfaces consistently highlighted, supporting a focused, intense mood that must remain stable over time.

Explanation: The generated video adheres well to the first frame and generally follows the prompt's guidelines. The lighting and composition maintain the moody aesthetic, and the motion is consistent, capturing the typing rhythm. The main issue is the presence of a watermark which detracts slightly from visual quality. | 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 the mood and composition outlined in the prompt. The typing motion is generally smooth, though lighting flicker detracts slightly from visual quality. There is good consistency in framing across frames. | 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 successfully captures the requested mood and motion. However, it failed to remove the embedded text/watermark from the source, which is a significant artifact that detracts from the overall quality. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":90}

Explanation: The video maintains a consistent composition and matches the first-frame conditioning closely. The shadow and lighting contrast are well-executed, enhancing the mood. However, visible text indicates manipulation attempts, impacting the visual quality negatively. Regular flicker affects temporal consistency. | overall_score=68 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":75,"motion_quality":70,"temporal_consistency":65,"visual_quality":60,"camera_composition":75}

Explanation: While the video perfectly matches the first frame and maintains the requested aesthetic, it fails completely on the core requirement of the prompt: the rhythmic motion of typing. The video is essentially a static image with no temporal progression. | overall_score=35 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":40,"motion_quality":10,"temporal_consistency":20,"visual_quality":50,"camera_composition":90}


Prompt: A vibrant fish tank features a bright orange and white koi fish gracefully swimming across the scene from right to left, against a backdrop of a black panel. The tank is decorated with a lush, green plastic plant to the left and a central rock elevated on pink supports. The fish makes subtle, smooth movements over five seconds, maintaining a steady depth and speed. The camera is static, capturing a clear, full view of the tank. Lighting is soft, casting a serene and tranquil mood with gentle reflections on the glass. The plant and rock positions, water clarity, and lighting must remain consistent throughout the clip.

Explanation: The first frame closely matches the conditioning frame, but the video fails to show the fish swimming right to left. The motion is inconsistent, lacking the described grace, and temporal consistency is hindered by the abrupt changes in the fish's position. | overall_score=50 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":60,"motion_quality":50,"temporal_consistency":50,"visual_quality":60,"camera_composition":60}

Explanation: The first frame closely matches the conditioning frame, but the fish demonstrates identity drift with slight geometry instability, affecting motion quality. The camera remains steadily focused on the scene with consistent lighting, but inconsistencies in fish movement impact temporal consistency. | overall_score=72 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":75,"motion_quality":70,"temporal_consistency":65,"visual_quality":80,"camera_composition":85}

Explanation: The video maintains high fidelity to the first frame and adheres well to the prompt. The koi fish moves smoothly across the tank, although there is some minor jitter in the fin movement and slight morphological changes as it swims. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":85,"visual_quality":90,"camera_composition":95}

Explanation: The video generally maintains the aquarium setup with consistent positions and lighting. However, the fish does not exhibit the described motion of swimming from right to left smoothly. This impacts prompt adherence and motion quality scores. | overall_score=70 | aspect_scores={"first_frame_fidelity":80,"prompt_adherence":70,"motion_quality":60,"temporal_consistency":75,"visual_quality":80,"camera_composition":65}

Explanation: The video maintains high fidelity to the conditioning frame and follows the prompt's instructions well. The motion of the koi is generally smooth, though there is some minor instability in the fish's body shape as it swims. | overall_score=92 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":90,"visual_quality":95,"camera_composition":100}


Prompt: A stationary camera captures a close-up of raindrops on a window, with a blurred, warm yellow light behind it, representing a streetlamp or distant building light. The scene takes place at night, emphasizing the contrast between the dark, almost black surroundings and the vibrant yellow glow, casting a soothing yet melancholic mood. The raindrops slowly trickle down the pane, creating gentle ripples in texture. The camera remains static, with a consistent framing throughout the sequence, allowing the viewer to focus on the movement of the rain and the consistent, soft lighting that defines the ambiance. The mood remains calm and reflective, evoking a sense of quiet introspection.

Explanation: The video maintains the static camera composition with consistent framing and a realistic raindrop motion. Liquid motion is smooth and visual quality high, reflecting the described ambiance effectively. | overall_score=95 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":95,"temporal_consistency":95,"visual_quality":95,"camera_composition":95}

Explanation: The video maintains the fidelity and composition of the conditioning frame, perfectly aligning with the prompt. The motion of the raindrops is smooth, and the consistency across frames is remarkable, maintaining the soothing and melancholic mood described. Visual quality slightly dips but remains excellent. | overall_score=98 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":98,"motion_quality":97,"temporal_consistency":99,"visual_quality":97,"camera_composition":100}

Explanation: The video maintains high fidelity to the conditioning frame and effectively captures the requested mood and lighting. While the motion of the rain is slightly repetitive, the overall visual quality and temporal stability are very strong. | overall_score=92 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":95,"motion_quality":88,"temporal_consistency":90,"visual_quality":95,"camera_composition":95}

Explanation: The generated video maintains high fidelity to the initial frame. Motion quality of raindrop trickling is realistic and consistent, though slight repeat patterns slightly affect temporal consistency. The ambiance and visual quality closely match the melancholic, introspective tone described in the prompt. | overall_score=92 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":88,"visual_quality":93,"camera_composition":90}

Explanation: The video maintains perfect fidelity to the first frame and captures the requested atmosphere and lighting very effectively. The motion is subtle but consistent, resulting in a high-quality, calm, and reflective sequence. | overall_score=95 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":95,"visual_quality":95,"camera_composition":100}


Prompt: In a dimly lit kitchen, a static camera frames a close-up of a stainless steel sink with running water from a silver faucet. To the right, a person’s hands carefully fill a blue balloon, wrapped in a patterned cloth, with water. The surrounding walls are of neutral beige color with a red-brown countertop edge visible. Throughout the five-second clip, the balloon steadily enlarges as water flows consistently, while the camera maintains a fixed position, ensuring the sink and faucet remain centered. The ambient light casts subtle shadows, adding a cozy, warm texture to the scene, with no drastic changes in lighting or focus over time, ensuring visual consistency.

Explanation: The generated frames closely match the conditioning frame, maintaining good fidelity. The video adheres well to the prompt with consistent balloon expansion and stable camera position. Slight minor geometric variations prevent a perfect score in temporal consistency. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":92,"motion_quality":90,"temporal_consistency":88,"visual_quality":90,"camera_composition":85}

Explanation: The video demonstrates high fidelity to the initial frame and adheres strongly to the prompt, with smooth motion and consistent temporal progression. The visual quality is slightly reduced by minor lighting instability, but the camera composition remains perfect throughout. | overall_score=95 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":100,"motion_quality":95,"temporal_consistency":95,"visual_quality":90,"camera_composition":100}

Explanation: The video maintains high visual fidelity and adheres well to the scene description, but it fails to capture the requested motion of the balloon filling with water, resulting in a static scene. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":95}

Explanation: The video closely follows the prompt, with consistent balloon growth and stable camera positioning. There is minimal flicker or instability, and the lighting remains warm and even. The first frame matches the conditioning frame well, with no major identity drift or artifacts observed. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":88,"temporal_consistency":92,"visual_quality":89,"camera_composition":93}

Explanation: The video maintains high visual fidelity and excellent camera stability, closely matching the conditioning frame. However, it fails to depict the requested action of the balloon enlarging, and the water flow appears static rather than dynamic. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":85,"visual_quality":90,"camera_composition":95}


Prompt: A person's hands are seen resting on a beige surface, rhythmically moving coins back and forth. The subject wears a dark shirt with a graphic, suggesting a casual setting. The scene is lit softly, creating a subdued and intimate atmosphere with warm tones. The focus remains steady with no camera movement, maintaining a close-up view of the hands and coins. Throughout the clip, coins move fluidly between fingers, occasionally resting in an open palm. The movement is smooth and precise, emphasizing the dexterity of the hands. The setting remains consistent, with no changes in lighting or camera angle, keeping the subject's actions and the surface clearly visible.

Explanation: The generated video closely matches the conditioning first frame and adheres well to the prompt. Motion is smooth and coins move fluidly. Lighting remains consistent and warm, as described. Visual artifacts are minimal, leading to minor deductions. | overall_score=90 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":90,"visual_quality":85,"camera_composition":95}

Explanation: The video maintains high fidelity to the first frame with consistent lighting and setting. The coin movements are smooth and well-executed. However, slight inconsistencies in hand positioning affect temporal consistency. Overall composition adheres well to the prompt, although some minor variations in hand placement could be improved. | overall_score=82 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":80,"visual_quality":85,"camera_composition":75}

Explanation: The video maintains high fidelity to the first frame and adheres well to the prompt's description of the scene. While there is some minor jitter and slight finger morphing during the coin manipulation, the overall temporal consistency and visual quality 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":95}

Explanation: The video closely follows the conditioning frame and the prompt, with consistent lighting and smooth motion. However, slight temporal inconsistencies in the hand's movements and occasional visible aliasing reduce the overall score. | overall_score=82 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":75,"visual_quality":85,"camera_composition":80}

Explanation: While the video maintains the visual style and composition of the first frame perfectly, it fails significantly on the motion requirements of the prompt. The hands and coins are essentially static, with only minor, unnatural flickering rather than the requested fluid, rhythmic movement. | overall_score=35 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":40,"motion_quality":20,"temporal_consistency":20,"visual_quality":40,"camera_composition":60}


Prompt: The scene begins with tall, slender grasses swaying gently in the foreground, set against a serene ocean horizon. Puffy clouds scatter across the sky, providing a soft focus backdrop. The initial static camera captures a warm, tranquil mood with natural lighting illuminating soft colors and textures. As time progresses, the camera pans to reveal a wide sandy beach where gentle waves caress the shore. The movement maintains a smooth, consistent pace. Two shorebirds are revealed, pecking at the sand and moving along the water's edge. Throughout the clip, the light and color palette remain consistent, articulated by a steady, serene atmosphere, while the gentle sway of grass and ocean waves provide a rhythmic continuity.

Explanation: The generated video maintains the visual quality and lighting of the conditioning frame well, but it lacks the presence of tall grasses as specified in the prompt and the camera composition isn't smooth from the initial frame. Motion quality is enhanced by a steady pace and smooth panning. However, prompt adherence suffers due to the initial absence of key elements. | overall_score=72 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":70,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":65}

Explanation: The video maintains high visual fidelity to the first frame and captures the serene atmosphere well, but the camera movement is somewhat stuttered and the transition to the birds is abrupt rather than a smooth pan. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":65}

Explanation: The video maintains high visual quality and strong fidelity to the initial frame, successfully incorporating the requested shorebirds. However, it fails to include the tall grasses mentioned in the prompt and the camera movement is less smooth than desired. | overall_score=82 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":70}

Explanation: The generated video maintains a faithful start to the conditioning frame with natural lighting and a serene atmosphere. However, it lacks the tall, slender grasses described in the prompt, and there is a subtle flicker across frames. Motion is smooth, but fails to fully reveal described elements like swaying grass. | overall_score=65 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":60,"motion_quality":70,"temporal_consistency":75,"visual_quality":65,"camera_composition":60}

Explanation: The video maintains high visual fidelity to the first frame and successfully incorporates the requested shorebirds. However, it fails to include the tall grasses mentioned in the prompt and the camera movement is less fluid than requested. | overall_score=82 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":70}


Prompt: A solitary figure with an umbrella walks along a rural train platform during a gentle rain. The platform is parallel to a railway track where a small local train passes slowly. The background features lush green fields and a cluster of trees, creating a serene countryside ambiance. The camera remains static, capturing an elevated view that encompasses the entire scene, emphasizing the overcast skies and soft, diffused lighting that enhances the verdant landscape. Consistency is key, with the train's movement and rain maintaining a gentle, continuous pace throughout the sequence, as the atmosphere stays calm and meditative.

Explanation: The generated video maintains high fidelity to the conditioning frame, capturing the tranquil rural scene well. The rain and train movements are smooth and consistent, with an effective camera composition preserving the serene aesthetic as per the prompt. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":90,"temporal_consistency":93,"visual_quality":92,"camera_composition":94}

Explanation: The generated video maintains fidelity with the conditioning frame and adheres well to the prompt, capturing the serene rural scene with consistent motion and composition. The only minor issue is a slight repetition in motion which does not majorly impact the overall quality. | overall_score=95 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":95,"temporal_consistency":95,"visual_quality":95,"camera_composition":95}

Explanation: The video maintains high fidelity to the conditioning frame and captures the requested serene, overcast atmosphere well. However, the motion of the train and the rain effect are somewhat stiff, preventing a higher score. | 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 aligns well with the conditioning frame and prompt, showing a serene rural scene with a train. The camera composition is well-executed, capturing the desired ambiance. Some minor temporal jumps and slight geometry instability during the train's movement slightly impact the motion quality and temporal consistency. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":80,"visual_quality":85,"camera_composition":90}

Explanation: The video maintains high fidelity to the first frame and captures the requested atmosphere well. While the train's motion is slightly uneven, the overall visual quality and temporal stability are very high. | overall_score=88 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":95,"motion_quality":85,"temporal_consistency":90,"visual_quality":92,"camera_composition":95}


Prompt: In this five-second clip, a young man in a navy suit and striped tie stands against a backdrop of snow-covered evergreen trees. The camera remains static, capturing him from the shoulders up, slightly off-center to the right. He turns his head from side to side, speaking with animated expressions. The lighting is natural, casting soft shadows on his face, while the crisp winter setting creates a cool, serene mood. The snowy branches remain consistent throughout, ensuring environmental stability. The colors are cool with subtle contrasts between his attire and the wintry landscape, enhancing the clean, sharp textures of the scene.

Explanation: The generated video maintains fidelity to the initial frame, with slight deviations in color contrast. The motion is smooth, with the head turning naturally. Background consistency is maintained well, though slight variations appear. Overall, good adherence to the given prompt with minimal artifacts. | overall_score=85 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":90,"temporal_consistency":85,"visual_quality":80,"camera_composition":85}

Explanation: The first frame closely matches the conditioning frame, maintaining the snowy backdrop and the subject's appearance. Motion of the head is generally smooth but shows minor identity drift and slight temporal jumps, impacting consistency. The composition effectively captures the intended static camera angle and serene winter setting. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":80,"camera_composition":70}

Explanation: The video demonstrates high fidelity to the conditioning frame and effectively captures the requested motion and setting. While there is some minor temporal instability around the mouth during speech, the overall visual quality and adherence to the prompt are strong. | overall_score=82 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":75,"temporal_consistency":70,"visual_quality":85,"camera_composition":90}

Explanation: The video maintains high fidelity to the first frame and effectively captures the requested scene, though there is some minor temporal instability in the facial animation during speech. | overall_score=82 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":75,"temporal_consistency":80,"visual_quality":85,"camera_composition":90}

Explanation: The video largely adheres to the prompt with a consistent snow-covered setting and good first-frame fidelity. Motion is smooth with the man turning his head, and the camera composition remains relatively stable. However, the visual quality is slightly degraded, possibly due to compression or filtering, and there are minor flickers affecting temporal consistency. | overall_score=77 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":80,"visual_quality":70,"camera_composition":75}


Prompt: A hand with neatly painted nails methodically slices through a glossy, translucent green jelly shaped like a broccoli head, positioned on a wooden cutting board. The vibrant green jelly glistens under warm, soft lighting, emphasizing its smooth surface and intricate details resembling broccoli florets. The camera remains static, closely framing the hand, knife, and jelly at the center of the scene, while capturing slight hand movements as the knife gradually cuts through the jelly. The wooden board provides a natural, warm backdrop that remains unchanged, ensuring focus on the tactile contrast between the sharp metal of the knife and the gelatinous texture. The overall mood is calm and focused, accentuating the precision and control in action.

Explanation: The video closely follows the conditioning first frame and remains faithful to the prompt, showcasing the slicing of a green jelly. However, slight temporal inconsistencies and minor identity drift of the jelly shape reduce the motion quality and temporal consistency scores. | overall_score=80 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":75,"temporal_consistency":70,"visual_quality":90,"camera_composition":80}

Explanation: The video maintains high fidelity to the conditioning frame and adheres well to the given prompt, capturing the jelly's details and lighting beautifully. Motion and temporal consistency are strong, though slight flickers were observed. The watermark presence slightly detracts from visual quality. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":87,"visual_quality":90,"camera_composition":90}

Explanation: The video maintains high visual quality and excellent fidelity to the first frame, but fails to simulate the physical interaction of the knife cutting the jelly, which remains static despite the motion. The presence of a watermark is a minor negative factor. | overall_score=88 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":95,"motion_quality":85,"temporal_consistency":80,"visual_quality":90,"camera_composition":95}

Explanation: The video is visually stunning and maintains perfect fidelity to the first frame, but it fails significantly in the physics of the interaction; the knife passes through the jelly as if it were a ghost, with no cutting or displacement occurring. | overall_score=88 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":95}

Explanation: The video generation retains high fidelity with the first frame, maintaining visual quality and consistency. Motion is smooth and aligned with the prompt, though slight improvements could be made in the fluidity of the cutting action. | overall_score=93 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":92,"motion_quality":90,"temporal_consistency":94,"visual_quality":94,"camera_composition":95}


Prompt: A rugged landscape with sprawling grassy fields under a heavy, cloudy sky sets the scene. A man in a dark jacket stands slightly right of center, delivering a news report. The camera remains static throughout, framing him in a medium close-up with the horizon visible. His animated gestures and subtle facial expressions change as he speaks. The lighting is soft and naturalistic, with muted earth tones dominating the scene, creating a calm yet serious atmosphere. Over the five seconds, the consistency in background, lighting, and camera angle is maintained, focusing solely on the man's minor movements and speech, reflecting the mood of an on-location report.

Explanation: The generated video maintains the initial scene's composition and lighting, effectively adhering to the prompt. The motion is natural and smooth, though there is a slight fluctuation in lighting and detail in some frames, affecting visual quality slightly. The camera remains static as expected. | overall_score=82 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":82,"visual_quality":78,"camera_composition":90}

Explanation: The video closely follows the prompt with minor movement variations and steady composition. First-frame fidelity is strong with effective background retention, while minor issues like text overlays slightly impact visual quality. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":90,"visual_quality":80,"camera_composition":85}

Explanation: The video generation respects the original conditioning frame, maintaining consistent lighting and camera composition throughout. The motion of the person is realistic and the background remains stable. Minor temporal inconsistencies and slight variations in composition prevent a perfect score. | overall_score=88 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":90,"temporal_consistency":85,"visual_quality":90,"camera_composition":85}

Explanation: The generated video maintains high fidelity to the first frame and adheres well to the prompt's requirements for a static, medium close-up shot. While there are minor issues with lip-sync and slight background texture jitter, the overall visual quality and temporal consistency are very strong. | overall_score=92 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":95,"motion_quality":88,"temporal_consistency":90,"visual_quality":95,"camera_composition":95}

Explanation: The video maintains high fidelity to the conditioning frame and adheres well to the prompt's requirements for a static camera and a serious, on-location report atmosphere. While there are minor issues with lip-sync and slight background jitter, the overall visual quality and temporal consistency are very high. | overall_score=92 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":85,"temporal_consistency":90,"visual_quality":95,"camera_composition":95}


Prompt: A semi-transparent, amorphous cloud hovers centrally within a 3D modeling workspace, surrounded by a grid-plane floor and dark backdrop. The scene is lit with soft, even lighting, enhancing the cloud's subtle, misty texture against a neutral gray grid. Over the course of five seconds, a static camera maintains a medium-wide shot, while the cloud undergoes a slow, fluid transformation with gentle fluctuating edges. The color palette remains muted, focusing on grays and soft whites, capturing a calm and contemplative mood. Throughout the clip, the spatial layout is consistently centered, and the cloud's movement is smooth without abrupt shifts, ensuring a serene continuity and stability in visual elements.

Explanation: The video maintains the initial frame well but fails to show notable cloud movement or transformation. The motion is nearly static, lacking prompt-adhered fluidity. Camera composition aligns with expectations. | overall_score=50 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":50,"motion_quality":40,"temporal_consistency":40,"visual_quality":60,"camera_composition":70}

Explanation: The video maintains consistent composition and honors the conditioning frame well. However, there is minimal motion and a lack of the described fluid transformation of the cloud, reducing adherence to the prompt. Visual quality is affected by the visible UI elements and lack of depth in animation. | overall_score=65 | aspect_scores={"first_frame_fidelity":80,"prompt_adherence":60,"motion_quality":50,"temporal_consistency":70,"visual_quality":60,"camera_composition":70}

Explanation: The video retains the initial condition frame without changes, failing to capture the cloud transformation as prompted. Motion is minimal, and UI elements are visible, detracting from visual quality and adherence to the prompt. | overall_score=45 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":30,"motion_quality":40,"temporal_consistency":40,"visual_quality":50,"camera_composition":70}

Explanation: The video successfully maintains the first-frame conditioning and captures the requested fluid, slow-motion transformation of the cloud. While there is some minor flickering in the UI elements, the core subject remains stable and visually consistent throughout the sequence. | 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 demonstrates high fidelity to the conditioning frame and successfully captures the requested fluid, amorphous motion of the cloud. While there is some minor flickering in the UI elements, the core subject remains stable and visually consistent throughout the sequence. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":80,"camera_composition":90}


Prompt: Captured from an aerial static camera, this bustling urban construction scene unfolds at a downtown intersection. A vibrant yellow excavator dominates the foreground, digging into a large rectangular pit surrounded by workers in neon vests and hard hats, busy with various tasks. The project is flanked by barriers with caution tape. In the background, a row of parked vehicles lines the street. The daylight casts an even, bright illumination, highlighting the gritty textures of the asphalt and equipment. The scene maintains a steady, rhythmic pace, with no camera movement, ensuring the layout and spatial relationships remain consistent throughout the sequence. The mood is industrious and focused, underscored by the constant hum of machinery in a city at work.

Explanation: The generated frames maintain close fidelity to the conditioning frame, showing strong adherence to the static camera composition as described in the prompt. The motion of equipment and workers is smooth, and there are minimal artifacts or visual issues. The overall scene and industrious mood are effectively captured. | overall_score=88 | 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 exhibits excellent fidelity to the conditioning frame, maintaining object placements and spatial composition. The prompt is well-adhered to, with minimal identity drift or visual artifacts. Motion is smooth, and temporal consistency is strong, with no apparent jumps. | overall_score=95 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":90,"temporal_consistency":98,"visual_quality":97,"camera_composition":95}

Explanation: The video sequence effectively maintains fidelity to the first frame, with excellent visual quality and composition. Motion is smooth and consistent, adhering well to the static camera prompt. No major artifacts or temporal issues are present, keeping the sequence coherent throughout. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":90,"temporal_consistency":92,"visual_quality":94,"camera_composition":92}

Explanation: While the video perfectly matches the conditioning frame, it fails to generate any meaningful motion. The construction scene remains completely frozen, which contradicts the prompt's requirement for a bustling, active construction site. | overall_score=25 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":40,"motion_quality":10,"temporal_consistency":10,"visual_quality":30,"camera_composition":90}


Prompt: A group of five men in casual attire stand on a sunny rural road, with a striking red truck parked to their left. They converse animatedly, gesturing expressively. The scene is set amid rolling hills and sparse trees, casting dynamic shadows. Over the clip's duration, the camera remains static, capturing the interaction from a medium shot perspective. The sunlight is bright and warm, creating a vibrant, upbeat mood. The road's lines and truck remain constant, as does the men's approximate positions. The video emphasizes dialogue and friendly banter, maintaining consistent lighting and color texture across frames to preserve the scene's lively atmosphere.

Explanation: The video maintains high fidelity to the conditioning frame with no noticeable inconsistencies. The composition captures the prompt's medium shot effectively, and visual quality is consistently high. Minor deviations in movement or prompt specifics slightly lowered the motion quality and prompt adherence scores. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":95,"camera_composition":100}

Explanation: The video effectively matches the conditioning frame and adheres to the prompt with consistent lighting and static camera composition. The dialogue between the characters maintains the intended lively mood, though the motion could be slightly improved for more dynamic expression. | overall_score=86 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":82,"temporal_consistency":88,"visual_quality":87,"camera_composition":88}

Explanation: The video maintains high fidelity to the first frame and successfully captures the requested interaction. While there is some minor temporal flickering in the textures, the overall motion and composition are high quality and align well with the prompt. | overall_score=88 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":95,"motion_quality":85,"temporal_consistency":82,"visual_quality":90,"camera_composition":95}

Explanation: The video demonstrates high fidelity to the conditioning frame and effectively captures the requested interaction. While there is some minor temporal instability in fine details, the overall motion quality and adherence to the prompt are strong. | overall_score=88 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":95,"motion_quality":85,"temporal_consistency":82,"visual_quality":90,"camera_composition":95}


Prompt: In a brightly lit room with pastel purple walls, a hand holds a smartwatch with an orange band prominently in the foreground. The watch displays a text input interface. A small potted succulent and an ornate clock subtly decorate the background, positioned on a desk. The video captures the gradual swiping motion as the hand writes on the screen, maintaining focus on the interaction. The camera remains static throughout the scene, ensuring a consistent view of the watch and surrounding elements. The lighting is warm and even, enhancing the vividness of the orange strap and the clarity of the smartwatch display, while the overall mood remains calm and focused. The background elements, lighting, and watch position remain consistent over time.

Explanation: The video maintains high fidelity to the first frame and has strong visual and compositional quality. However, temporal jumps and minor prompt mismatches such as geometry instability and flickering text prevent a higher score. | overall_score=82 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":75,"visual_quality":85,"camera_composition":85}

Explanation: The generated video aligns well with the first frame and maintains a static camera composition, adhering closely to the prompt. However, minor inconsistencies in motion quality and some temporal instability slightly affect overall performance. | overall_score=78 | aspect_scores={"first_frame_fidelity":85,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":70,"visual_quality":82,"camera_composition":80}

Explanation: The video closely adheres to the prompt with consistent lighting and background setup. The main issues are minor text distortion on the smartwatch and slight flickering, which affects the overall temporal consistency and motion quality. | overall_score=83 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":80,"temporal_consistency":80,"visual_quality":85,"camera_composition":85}

Explanation: The video maintains high visual quality and excellent fidelity to the first frame, but suffers from significant temporal instability regarding the text on the smartwatch screen, which flickers and changes content incoherently during the swiping motion. | overall_score=78 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":70,"temporal_consistency":65,"visual_quality":85,"camera_composition":90}


Prompt: A man in a dark jacket and light trousers walks purposefully down a marked cycle path in an urban setting, holding a bag. The pathway runs parallel to a quiet street with a bus stop and seated commuter on the left. The cityscape unfolds with buildings on both sides, streetlights casting a warm glow in the early evening dusk. The camera smoothly dollies forward, maintaining a mid-level tracking shot centered on the man. The scene is enveloped in a serene, bluish twilight ambiance, emphasizing the calm yet purposeful pace of the subject. Consistency in the subject's attire and motion alignment with the path must be maintained throughout.

Explanation: The video maintains fidelity to the first frame and closely follows the prompt, with proper attire and setting. Motion is generally smooth, though there is minor geometry instability. Visual quality could be improved by reducing flicker and enhancing detail. | overall_score=78 | aspect_scores={"first_frame_fidelity":90,"prompt_adherence":80,"motion_quality":75,"temporal_consistency":80,"visual_quality":70,"camera_composition":75}

Explanation: The generated video maintains good fidelity with the conditioning frame and aligns well with the benchmark prompt, especially in terms of camera composition and twilight ambiance. There is a smooth motion with minor temporal shifts but lacks a bit in extreme motion quality, possibly due to slight stability issues. | 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 high fidelity to the first frame and successfully captures the requested urban twilight setting. While there is some minor temporal jitter in the subject's movement and background elements, the overall consistency and adherence to the prompt are very strong. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":85,"camera_composition":80}

Explanation: The video maintains high fidelity to the first frame and effectively captures the requested urban twilight atmosphere. While the camera motion is slightly stuttered and the walking animation is a bit mechanical, the overall temporal consistency and prompt adherence are very strong. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":92,"motion_quality":85,"temporal_consistency":88,"visual_quality":90,"camera_composition":80}


Prompt: In a dimly lit, rustic performance space, two musicians face each other. One plays a bass guitar near stacked amplifiers, wearing a black outfit and cap, while the other, with a long beard and hat, strums an electric guitar to the right. Between them, an empty stool and microphone stand sit centered on a wooden floor. Warm, low-key illumination, casting elongated shadows, creates an intimate mood. The camera remains mostly static, subtly tracking minor movements with medium framing. Consistency in lighting and ambient atmosphere must be maintained, with wooden textures and instrument positions staying stable, while the musicians slightly sway to the rhythm.

Explanation: The generated video maintains high fidelity to the conditioning frame and effectively captures the requested intimate, low-key atmosphere. While there is some minor temporal flickering on fine details like the guitar and hat, the overall motion is natural and the scene remains highly consistent throughout. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":88,"visual_quality":92,"camera_composition":90}

Explanation: The video maintains high fidelity to the conditioning frame and adheres closely to the prompt, capturing the ambiance and composition described. Motion quality is decent with slight musician sway, although there's minor room for smoother temporal consistency. Overall, lighting and framing stay stable, contributing to a strong visual experience. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":85}

Explanation: The video maintains high fidelity to the conditioning frame and effectively captures the requested intimate, low-key atmosphere. While there is some minor temporal flickering in the fine details, the overall motion is natural and the composition remains stable throughout. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":88,"visual_quality":92,"camera_composition":90}

Explanation: The video maintains high fidelity to the first frame and successfully captures the requested mood and composition. While the motion is somewhat restrained and there is minor flickering in the background, the overall temporal consistency and visual quality are very strong. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":95,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":90}


Prompt: The scene captures a serene moment in a garden with a mosaic dragon sculpture in the background. In the foreground, a group of incense sticks burns slowly, with delicate smoke wisps creating intricate patterns as they rise. The camera remains static, framing the incense burner centrally against the detailed mosaic dragon. The lighting is soft and natural, casting gentle shadows that enhance the earthy tones and vibrant colors of the mosaics, contributing to a contemplative mood. Over the five-second duration, the incense smoke subtly shifts while the environment remains consistent, encapsulating the peaceful ambiance without abrupt transitions or camera movements.

Explanation: The video maintains strong fidelity to the conditioning frame and adheres well to the prompt, capturing the serene garden scene with the mosaic dragon and incense. The motion of the smoke is smooth and subtle, enhancing the contemplative mood. There are no significant visual artifacts, and the camera composition effectively frames the scene. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":90,"camera_composition":90}

Explanation: The video successfully maintains the static composition and aesthetic of the first frame while animating the smoke. While the smoke motion is slightly repetitive, the overall visual quality and adherence to the prompt are high. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":95}

Explanation: The video maintains high fidelity to the first frame and successfully captures the requested scene with a static camera. While the smoke motion is slightly repetitive and lacks perfect organic fluidity, the overall temporal consistency and visual quality are very high. | overall_score=92 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":95,"motion_quality":88,"temporal_consistency":90,"visual_quality":95,"camera_composition":95}

Explanation: The video demonstrates high fidelity to the conditioning frame and maintains a consistent, serene atmosphere. While the smoke motion is slightly repetitive, the overall temporal stability and visual quality are very high. | overall_score=92 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":85,"temporal_consistency":90,"visual_quality":95,"camera_composition":95}


Prompt: The scene opens with a still shot of a single water droplet, centered in the frame, just above the surface of a calm, glossy water body. Ripples radiate outward in concentric circles, creating a serene and harmonious pattern across the bright blue surface. The camera maintains a static position with a close-up framing, keeping the droplet and ripples consistently centered. Soft, natural lighting enhances the translucent quality of the water, casting subtle reflections and a tranquil mood. Over the clip’s five seconds, the droplet gently falls, meeting the water surface and creating a splash, while the ripples expand evenly. The water's texture and color remain stable, preserving the scene’s peaceful atmosphere throughout.

Explanation: The video maintains fidelity to the conditioning frame with high consistency. It adheres well to the prompt, showcasing realistic motion and well-maintained temporal consistency, with only minor variances in splash dynamics and camera composition. | overall_score=87 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":85,"camera_composition":80}

Explanation: The video maintains strong fidelity to the conditioning frame and adheres well to the prompt's requirements for a static shot of a water droplet. While the motion of the droplet and the resulting splash could be more physically refined, the overall temporal consistency and visual quality are high. | overall_score=85 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":95}


Prompt: A vibrant, close-up scene features an avocado topping container beside sliced avocados on toast, with a red chili pepper and cherry tomatoes scattered on a deep red cutting board against a white background. The camera remains static with a slight zoom-in over five seconds, maintaining focus on the container and surrounding ingredients. Lighting is bright and even, highlighting the freshness of the ingredients while casting soft shadows for depth. The mood is fresh and appetizing, with colors popping against the clean backdrop. The spatial arrangement remains constant, preserving the artistic and balanced composition throughout the sequence.

Explanation: The video maintains high fidelity to the conditioning frame, with consistent colors and composition. The prompt is well adhered to, with a clear representation of the elements and mood. The slight zoom is smooth, and transitions are seamless, contributing to good temporal consistency. | overall_score=90 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":90,"motion_quality":85,"temporal_consistency":90,"visual_quality":90,"camera_composition":90}

Explanation: The video is visually impressive and maintains high fidelity to the first frame throughout the sequence. However, it falls short on the specific camera movement instruction, as the requested zoom-in is almost non-existent, resulting in a mostly static shot. | overall_score=88 | aspect_scores={"first_frame_fidelity":98,"prompt_adherence":95,"motion_quality":80,"temporal_consistency":90,"visual_quality":95,"camera_composition":70}


Prompt: A sleek black laptop rests on a light wooden desk, partially obscured by shadows. The desk sits against a dark textured backdrop, hinting at a brick wall to the right. Over five seconds, hands enter the frame, opening the laptop with deliberate motion. The camera remains static, capturing a close-up angle of the space as warm ambient lighting creates a cozy, inviting atmosphere. The color palette emphasizes deep blacks and soft wood tones, maintaining texture and mood consistency. The framing should remain stable, highlighting gradual, intentional movements without any shifts in lighting or abrupt changes to the environment.

Explanation: The video maintains a stable composition and smooth motion as the laptop is opened. The first frame matches the conditioning frame well. However, the video slightly deviates from the prompt's description of a 'cozy, inviting atmosphere' as the lighting appears harsher. The framing remains stable without notable shifts. | overall_score=75 | aspect_scores={"first_frame_fidelity":80,"prompt_adherence":70,"motion_quality":85,"temporal_consistency":80,"visual_quality":75,"camera_composition":75}

Explanation: The video starts with high fidelity to the conditioning frame and maintains the requested aesthetic throughout. However, the motion of the hands and the laptop lid suffers from significant temporal instability and morphing artifacts, which detract from the realism of the action. | overall_score=72 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":85,"motion_quality":65,"temporal_consistency":60,"visual_quality":75,"camera_composition":80}


Prompt: The video features a middle-aged man with a bald head and a short goatee, wearing a black hoodie, positioned slightly right of center. He speaks into a vintage silver microphone while standing against a plain dark backdrop. The scene is lit softly from the front, creating a moody ambiance with neutral tones. Over the clip's five seconds, the man's expressions change subtly as he talks. The camera remains static, capturing a medium close-up framing with consistent focus and lighting. Background elements stay unobtrusive throughout, keeping the viewer’s attention on the man’s engaging monologue, maintaining his position and appearance consistently stable.

Explanation: The video maintains high fidelity to the conditioning frame and adheres well to the prompt with consistent lighting and composition. There is slight motion and expression change as described, though perhaps subtler than expected. The video generally lacks noticeable artifacts, and the man stays centered with minimal identity drift. | 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 maintains high fidelity to the conditioning frame and follows the prompt well. While there is some minor jitter and slightly unnatural lip movement, the overall quality is high and the subject remains stable throughout the clip. | overall_score=88 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":95,"motion_quality":80,"temporal_consistency":85,"visual_quality":90,"camera_composition":95}


Prompt: A pair of hands with slender fingers type quickly on a silver laptop keyboard. The setting features a vibrant, blurred orange and yellow high-visibility vest hanging in the background, suggesting a workspace or construction office. Over five seconds, the hands maintain a rhythmic typing motion without pause. The camera remains static, offering a close-up view of the hands, capturing the texture of the keyboard and fingers. The scene is illuminated by diffused natural light from an unseen window, creating a soft, ambient glow. The focus must stay constant on the hands and laptop, ensuring no shift in lighting or background clarity occurs, preserving a steady, focused and productive mood throughout.

Explanation: The generated video closely matches the conditioning frame and the prompt specifications, maintaining high visual quality and consistent camera composition. Minimal issues with motion and temporal consistency were observed. | overall_score=92 | aspect_scores={"first_frame_fidelity":95,"prompt_adherence":93,"motion_quality":90,"temporal_consistency":92,"visual_quality":94,"camera_composition":90}

Explanation: The video demonstrates high technical proficiency in maintaining the integrity of the first frame while executing the requested action. While the finger motion is slightly mechanical, the overall visual quality and temporal stability are very strong. | overall_score=92 | aspect_scores={"first_frame_fidelity":100,"prompt_adherence":95,"motion_quality":85,"temporal_consistency":95,"visual_quality":95,"camera_composition":90}