A benchmark for long-form, multi-shot video editing.

Built for multi-shot editing in real production workflows. Cinematic scenes, from one lone character to a crowded ensemble, where every edit has to find the right subject after each cut and look the same every time that subject comes back.

Browse the benchmark →

Source videos: 64
Edit scenarios: 128
Categories: 8
Shots per video: 4–6
Length: 15 s361 frames · 24 fps
Settings: V2V/IV2V

Eight categories, ordered by how hard it is to identify the target subject.

Each video tells its own story, keeping its space, time and characters consistent across 4–6 shots. They range from a single character to crowded, mixed human–animal scenes, and from photoreal footage to stylized media.

128 edits: three quarters local, one quarter global.

Each video comes with two edit instructions. Local edits (add, remove, appearance change, swap) target a character, an animal or an object. Global edits change the environment or the style of the whole scene.

V2V

Text-guided editing

Input: the source video and the edit instruction.

IV2V

Edited-frame-guided propagation

Also gets one edited reference frame. Half use the first frame, half a later one.

Each square is one edit scenario. Hover to read its instruction.

Amber squares are local edits and teal squares are global edits. Click a square to play its source video.

Seven dimensions and one strict score.

Each dimension combines pixel-level metrics, embedding similarity and a VLM judge.

Non-subject preservation

Is everything outside the edit left alone?

LPIPS ↓

Computed with the dilated target region masked out.

Edit localization

Is the edit applied only to the target, and to all of it?

Precision ↑Recall ↑

Precision penalizes changes to other subjects or to shots without the target. Recall penalizes partial edits.

Subject preservation

Does the target keep everything that wasn't asked to change?

MFS ↑LPIPS ↓VLM ↑

MFS compares the target's motion, tracked with CoTracker3, within each shot.

Cross-shot edit consistency

Is it the same edit in every shot?

VLM ↑

The judge sees frames from all target-bearing shots together. It is scored separately from whether the edit is correct.

Edit prompt alignment

Does each shot match its target description?

CLIP ↑ViCLIP ↑VLM ↑

Every shot is scored, including shots that should stay unchanged.

Video quality

Does it look like good video, regardless of the edit?

DINO ↑NIQE ↓PickScore ↑VLM ↑

Temporal coherence, no-reference image quality, and a 1–5 artifact rating.

07 IV2V only

Edited-frame fidelity

Does the propagated edit stay true to the edited reference frame?

VLM ↑

Identity and attributes must match the reference, while pose, viewpoint and lighting can vary naturally.

★ Headline

Overall edit success

In what fraction of frames did everything go right at once?

edit present∧right target∧rest preserved∧source kept

A frame counts only if every applicable VLM check passes, including full coverage and, for IV2V, fidelity to the reference frame.

Far ahead of open source.
On par with the best proprietary models.

In both text-guided and edited-frame-guided editing, MoviEdit shows balanced strength across every dimension of the benchmark.

Overall edit success In what fraction of frames did everything go right at once?

Balance across dimensions One headline score per dimension · farther out is better

Full results

Bold best · underline second best · ↑ higher is better · ↓ lower is better

Every source video and every instruction.

Everything you need to run the benchmark is here. Hover a card to step through its shots, and click to play it. Switch to IV2V to see the edited reference frame for each instruction.

Setting

C1_4_AC1 · 4 shots · 15 smp4

RemoveRemove the manIV2V ref · frame 88
Appearance changeChange the appearance of the rose bush to match a golden-yellow rose bushIV2V ref · frame 312

C1_4_BC1 · 4 shots · 15 smp4

AddAdd an ivory opera cape with a crimson lining to the man.IV2V ref · frame 0
Appearance changeChange the appearance of the man to match a midnight-blue tailcoat with a white boutonniereIV2V ref · frame 0

C1_5_AC1 · 5 shots · 15 smp4

AddAdd an ivory lace collar with pearl-beaded trim to the womanIV2V ref · frame 0
SwapReplace the woman with another woman in a deep burgundy velvet performance gown with long sleevesIV2V ref · frame 0

C1_5_BC1 · 5 shots · 15 smp4

RemoveRemove the light bulbIV2V ref · frame 128
SwapReplace the man with another woman in an indigo denim work apron with a leather tool beltIV2V ref · frame 0

C1_6_AC1 · 6 shots · 15 smp4

Appearance changeChange the appearance of the man to match a neat, gentlemanly blonde hairstyle with a natural side part and medium-short length hairstyleIV2V ref · frame 264
SwapReplace the hand wraps with a pair of cobalt-blue leather boxing gloves with white lacesIV2V ref · frame 136

C1_6_BC1 · 6 shots · 15 smp4

AddAdd a wide-brimmed olive canvas bucket hat to the womanIV2V ref · frame 312
RemoveRemove the womanIV2V ref · frame 0

C2_4_AC2 · 4 shots · 15 smp4

Appearance changeChange the appearance of the running track to match a green grass lawnIV2V ref · frame 0
SwapReplace the woman wearing a gold tracksuit with another woman wearing an emerald green satin blouseIV2V ref · frame 152

C2_4_BC2 · 4 shots · 15 smp4

AddAdd a charcoal blazer to the man in white shirtIV2V ref · frame 0
RemoveRemove the woman in black blazerIV2V ref · frame 272

C2_5_AC2 · 5 shots · 15 smp4

AddAdd a brown tweed flat cap to the man in brown overcoat.IV2V ref · frame 0
Appearance changeChange the appearance of the woman in the black coat and red scarf to match a sapphire-blue wrap dress.IV2V ref · frame 208

C2_5_BC2 · 5 shots · 15 smp4

RemoveRemove the wooden doorIV2V ref · frame 256
SwapReplace the woman in the navy blazer with another woman in a pink suit with a silk blouseIV2V ref · frame 0

C2_6_AC2 · 6 shots · 15 smp4

RemoveRemove the man in maroon cardiganIV2V ref · frame 320
Appearance changeChange the appearance of the cash register to match brushed stainless steelIV2V ref · frame 0

C2_6_BC2 · 6 shots · 15 smp4

AddAdd a quilted burnt-orange flight jacket to the woman in navy shirtIV2V ref · frame 0
SwapReplace the man in gray jacket with another woman in a firefighter's uniformIV2V ref · frame 328

C3A_4_AC3A · 4 shots · 15 smp4

RemoveRemove the woman in crimson blazerIV2V ref · frame 176
Appearance changeChange the appearance of the red-tabbed binder to match a vivid lime coverIV2V ref · frame 0

C3A_4_BC3A · 4 shots · 15 smp4

AddAdd an amber shearling neck wrap to the man in a gray flannel shirt.IV2V ref · frame 144
SwapReplace the man in a navy flannel shirt with another man in a brown leather jacket.IV2V ref · frame 0

C3A_5_AC3A · 5 shots · 15 smp4

Appearance changeChange the appearance of the woman in burgundy blazer to match a manIV2V ref · frame 224
SwapReplace the metal cabinets with wooden barrelsIV2V ref · frame 0

C3A_5_BC3A · 5 shots · 15 smp4

AddAdd a gold velvet crown to the man in a wine-red robeIV2V ref · frame 312
Appearance changeChange the appearance of the man in a charcoal robe to match a mustard hoodieIV2V ref · frame 0

C3A_6_AC3A · 6 shots · 15 smp4

AddAdd a pearl necklace with a lace collar to the woman in an ivory gownIV2V ref · frame 96
RemoveRemove the woman in dusty-rose dressIV2V ref · frame 0

C3A_6_BC3A · 6 shots · 15 smp4

RemoveRemove the ambulance and its doorIV2V ref · frame 0
SwapReplace the gray-haired man in a navy uniform shirt with another woman in a green EMT uniformIV2V ref · frame 144

C3B_4_AC3B · 4 shots · 15 smp4

RemoveRemove the man in navy suitIV2V ref · frame 152
Appearance changeChange the appearance of the wooden desk to match a white marble finishIV2V ref · frame 0

C3B_4_BC3B · 4 shots · 15 smp4

AddAdd a reflective neon-yellow safety vest with silver piping to the woman in navy uniformIV2V ref · frame 152
SwapReplace the man in a tan trench coat with another woman in a turquoise dressIV2V ref · frame 0

C3B_5_AC3B · 5 shots · 15 smp4

AddAdd wide-brimmed charcoal felt fedora with a leather band to the woman in a black leather jacketIV2V ref · frame 264
Appearance changeChange the appearance of the man in a long burgundy coat to match long blond wavy hairIV2V ref · frame 0

C3B_5_BC3B · 5 shots · 15 smp4

AddAdd a crimson-and-cobalt plaid scarf to the man in grey cardiganIV2V ref · frame 96
RemoveRemove the girl in yellow raincoatIV2V ref · frame 0

C3B_6_AC3B · 6 shots · 15 smp4

Appearance changeChange the appearance of the man in white jacket to match a black chef's coatIV2V ref · frame 0
SwapReplace the stainless steel tongs with a wooden spoonIV2V ref · frame 264

C3B_6_BC3B · 6 shots · 15 smp4

RemoveRemove the white desk lampIV2V ref · frame 144
SwapReplace the man in blue cardigan with another man in a brown corduroy jacket with reading glassesIV2V ref · frame 0

C4_4_AC4 · 4 shots · 15 smp4

Appearance changeChange the appearance of the man in a charcoal cardigan to match a camel overcoatIV2V ref · frame 128
SwapReplace the man in rust flannel shirt with another male lawyer in a blue suitIV2V ref · frame 0

C4_4_BC4 · 4 shots · 15 smp4

AddAdd bright red over-ear headphones to the man in a blue shirtIV2V ref · frame 152
RemoveRemove the woman in green cardiganIV2V ref · frame 0

C4_5_AC4 · 5 shots · 15 smp4

AddAdd a mustard scarf with a floral border to the woman in a navy cardiganIV2V ref · frame 256
SwapReplace the woman in coral blouse with another man in a charcoal suit with a burgundy tieIV2V ref · frame 0

C4_5_BC4 · 5 shots · 15 smp4

AddAdd a white fire helmet with a reflective badge to the man in the navy uniformIV2V ref · frame 320
Appearance changeChange the appearance of the man in a yellow undershirt to match a navy blue cashmere turtleneck sweaterIV2V ref · frame 0

C4_6_AC4 · 6 shots · 15 smp4

RemoveRemove the man in navy suitIV2V ref · frame 0
Appearance changeChange the appearance of the paper to match a crumpled light-blue paper textureIV2V ref · frame 200

C4_6_BC4 · 6 shots · 15 smp4

RemoveRemove the slung guitarIV2V ref · frame 296
SwapReplace the man in a black leather jacket with another woman in a rust-brown suede jacket with a bolo tieIV2V ref · frame 0

C5_4_AC5 · 4 shots · 15 smp4

RemoveRemove the man in navy blazerIV2V ref · frame 152
Appearance changeChange the appearance of the boxes in the background to match a wooden finish.IV2V ref · frame 0

C5_4_BC5 · 4 shots · 15 smp4

RemoveRemove the white chef's hatIV2V ref · frame 152
SwapReplace the man in a black jacket with another man in a gray chef's coat with a black bandana.IV2V ref · frame 0

C5_5_AC5 · 5 shots · 15 smp4

AddAdd a black lace collar with beaded trim to the woman in a red blouseIV2V ref · frame 0
Appearance changeChange the appearance of the man in navy shirt to match a womanIV2V ref · frame 0

C5_5_BC5 · 5 shots · 15 smp4

Appearance changeChange the appearance of the man in a burgundy blazer to match a cobalt-blue dinner jacketIV2V ref · frame 72
SwapReplace the handheld radio with a ripe yellow bananaIV2V ref · frame 264

C5_6_AC5 · 6 shots · 15 smp4

AddAdd safety goggles with a black strap to the man in a yellow safety vest and grey shirtIV2V ref · frame 0
RemoveRemove the man in blue coverallIV2V ref · frame 0

C5_6_BC5 · 6 shots · 15 smp4

AddAdd a cream wool scarf to the man in an orange jacketIV2V ref · frame 136
SwapReplace the man in a khaki vest with another man in a red flannel work jacket with a tool pouchIV2V ref · frame 104

C6_4_AC6 · 4 shots · 15 smp4

RemoveRemove the catIV2V ref · frame 0
SwapReplace the cat with a fluffy gray-and-white Persian catIV2V ref · frame 304

C6_4_BC6 · 4 shots · 15 smp4

AddAdd a padded tactical utility vest in matte olive to the manIV2V ref · frame 0
RemoveRemove the dogIV2V ref · frame 248

C6_5_AC6 · 5 shots · 15 smp4

AddAdd round amber-tinted glasses to the manIV2V ref · frame 0
Appearance changeChange the appearance of the parrot to match blue and yellow feathersIV2V ref · frame 120

C6_5_BC6 · 5 shots · 15 smp4

RemoveRemove the horseIV2V ref · frame 0
Appearance changeChange the appearance of the horse to match a zebraIV2V ref · frame 304

C6_6_AC6 · 6 shots · 15 smp4

AddAdd a clear plastic face shield with a crimson headband to the womanIV2V ref · frame 0
SwapReplace the rabbit with a small gray-and-white guinea pigIV2V ref · frame 216

C6_6_BC6 · 6 shots · 15 smp4

Appearance changeChange the appearance of the owl to match white-and-charcoal plumageIV2V ref · frame 0
SwapReplace the owl with a rainbow parrotIV2V ref · frame 152

C7_4_BC7 · 4 shots · 15 smp4

AddAdd a wide-brimmed straw sun hat with rustic frayed edges to the white-haired man in a blue apronIV2V ref · frame 0
SwapReplace the man in a yellow jacket with another man in a white lab coatIV2V ref · frame 256

C7_4_CC7 · 4 shots · 15 smp4

RemoveRemove the felt fedoraIV2V ref · frame 0
SwapReplace the man with a female puppet in a gray trench coat and hatIV2V ref · frame 88

C7_5_AC7 · 5 shots · 15 smp4

Appearance changeChange the appearance of the woman to match long, wavy hairIV2V ref · frame 0
SwapReplace the mirror with a windowIV2V ref · frame 152

C7_5_BC7 · 5 shots · 15 smp4

RemoveRemove the woman in red apronIV2V ref · frame 0
Appearance changeChange the appearance of the white cake to match a chocolate cakeIV2V ref · frame 0

C7_6_AC7 · 6 shots · 15 smp4

AddAdd teal blue wraparound sunglasses to the womanIV2V ref · frame 248
RemoveRemove the womanIV2V ref · frame 136

C7_6_CC7 · 6 shots · 15 smp4

AddAdd a gold bow tie to the man in a red blazerIV2V ref · frame 0
Appearance changeChange the appearance of the woman in blue blazer to match an ivory blazer-dressIV2V ref · frame 152

C8_4_AC8 · 4 shots · 15 smp4

Environment changeChange the scene environment to torrential midnight rain with thick prominent rain lines and flickering cold overhead lightingIV2V ref · frame 0
Environment changeChange the scene environment to an overall cooler, blue-toned color gradeIV2V ref · frame 192

C8_4_BC8 · 4 shots · 15 smp4

StylizationApply the style of watercolor painting — soft blended colors, visible brushstrokes, paper-like background texture to the entire sceneIV2V ref · frame 0
Environment changeChange the scene environment to vibrant neon-lit nightlife with electric purple and pink ambient glowsIV2V ref · frame 152

C8_4_CC8 · 4 shots · 15 smp4

StylizationApply the style of crayon drawing — scribbled color fills, overlapping strokes, sketchy shading, wavy uneven outlines to the entire sceneIV2V ref · frame 0
Environment changeChange the scene environment to dim theatrical lighting with an intense spotlight and deep surrounding shadowsIV2V ref · frame 152

C8_5_AC8 · 5 shots · 15 smp4

Environment changeChange the scene environment to dense snowfall with large visible drifting snowflakes and a frozen wintry atmosphereIV2V ref · frame 0
Environment changeChange the scene environment to a high-contrast black-and-white color gradeIV2V ref · frame 256

C8_5_BC8 · 5 shots · 15 smp4

StylizationApply the style of anime — bold flat colors with black outlines, simplified exaggerated features, smooth rounded shapes to the entire sceneIV2V ref · frame 152
Environment changeChange the scene environment to an overall warm amber/orange color temperature across the whole frameIV2V ref · frame 0

C8_5_CC8 · 5 shots · 15 smp4

Environment changeChange the scene environment to thick autumnal morning fog with muted grey lighting and damped surfacesIV2V ref · frame 0
Environment changeChange the scene environment to golden hour warm light streaming through windows with visible dust motesIV2V ref · frame 312

C8_6_AC8 · 6 shots · 15 smp4

StylizationApply the style of pencil sketch — grayscale fine textured lines, shading depth, hand-drawn pencil strokes on white to the entire sceneIV2V ref · frame 264
Environment changeChange the scene environment to midday summer brilliance with harsh white sunlight and deep ink-black shadowsIV2V ref · frame 0

C8_6_BC8 · 6 shots · 15 smp4

Environment changeChange the scene environment to dim eerie nocturnal fog with cold bluish ambient light and dampened visibilityIV2V ref · frame 0
Environment changeChange the scene environment to muted overcast daylight with sterile gray light and diffused low-contrast illuminationIV2V ref · frame 312

C8_4_DC8 · 4 shots · 15 smp4

StylizationApply the style of watercolor painting — soft blended colors, visible brushstrokes, paper-like background texture to the entire sceneIV2V ref · frame 0
Environment changeChange the scene environment to a warm sepia toneIV2V ref · frame 0

C8_4_EC8 · 4 shots · 15 smp4

Environment changeChange the scene environment to a heavy rainstormIV2V ref · frame 136
Environment changeChange the scene environment to a single harsh spotlightIV2V ref · frame 0

C8_4_FC8 · 4 shots · 15 smp4

StylizationApply the style of paper cutout — layered angular paper shapes, visible edges, flat textured paper surfaces to the entire sceneIV2V ref · frame 0
Environment changeChange the scene environment to blue twilight duskIV2V ref · frame 168

C8_5_DC8 · 5 shots · 15 smp4

StylizationApply the style of flat vector — solid colors, geometric shapes, no shadows, minimalist 2D appearance to the entire sceneIV2V ref · frame 256
Environment changeChange the scene environment to harsh silhouette lightingIV2V ref · frame 0

C8_5_EC8 · 5 shots · 15 smp4

Environment changeChange the scene environment to early dawn lightIV2V ref · frame 232
Environment changeChange the scene environment to warm amber lightingIV2V ref · frame 0

C8_5_FC8 · 5 shots · 15 smp4

Environment changeChange the scene environment to golden hour sunsetIV2V ref · frame 104
Environment changeChange the scene environment to a teal-and-orange color gradeIV2V ref · frame 0

C8_6_CC8 · 6 shots · 15 smp4

StylizationApply the style of voxel art — surfaces rebuilt from small 3D cubes, grid background with subtle depth and shadowing to the entire sceneIV2V ref · frame 328
Environment changeChange the scene environment to a snowy blizzardIV2V ref · frame 88

C8_6_DC8 · 6 shots · 15 smp4

Environment changeChange the scene environment to a rolling thunderstormIV2V ref · frame 0
Environment changeChange the scene environment to a charcoal-toned color gradeIV2V ref · frame 192

All 128 MoviEdit-Bench edit scenarios
instruction_id	Category	Task	Edit instruction	Source video	IV2V ref frame	Edited frame
C1_4_A__remove__01	C1	Remove	Remove the man	C1_4_A_shots4_dur15_seed43_1280x720_0e18129eab.mp4	88	C1_4_A__remove__01_f88.png
C1_4_A__appearance_change__01	C1	Appearance change	Change the appearance of the rose bush to match a golden-yellow rose bush	C1_4_A_shots4_dur15_seed43_1280x720_0e18129eab.mp4	312	C1_4_A__appearance_change__01_f312.png
C1_4_B__add__01	C1	Add	Add an ivory opera cape with a crimson lining to the man.	C1_4_B_shots4_dur15_seed42_1280x720_9e7c6552b6.mp4	0	C1_4_B__add__01_f0.png
C1_4_B__appearance_change__01	C1	Appearance change	Change the appearance of the man to match a midnight-blue tailcoat with a white boutonniere	C1_4_B_shots4_dur15_seed42_1280x720_9e7c6552b6.mp4	0	C1_4_B__appearance_change__01_f0.png
C1_5_A__add__01	C1	Add	Add an ivory lace collar with pearl-beaded trim to the woman	C1_5_A_shots5_dur15_seed42_1280x720_dd0dd666c4.mp4	0	C1_5_A__add__01_f0.png
C1_5_A__swap__01	C1	Swap	Replace the woman with another woman in a deep burgundy velvet performance gown with long sleeves	C1_5_A_shots5_dur15_seed42_1280x720_dd0dd666c4.mp4	0	C1_5_A__swap__01_f0.png
C1_5_B__remove__01	C1	Remove	Remove the light bulb	C1_5_B_shots5_dur15_seed42_1280x720_9e7497e747.mp4	128	C1_5_B__remove__01_f128.png
C1_5_B__swap__01	C1	Swap	Replace the man with another woman in an indigo denim work apron with a leather tool belt	C1_5_B_shots5_dur15_seed42_1280x720_9e7497e747.mp4	0	C1_5_B__swap__01_f0.png
C1_6_A__appearance_change__01	C1	Appearance change	Change the appearance of the man to match a neat, gentlemanly blonde hairstyle with a natural side part and medium-short length hairstyle	C1_6_A_shots6_dur15_seed42_1280x720_12fd859853.mp4	264	C1_6_A__appearance_change__01_f264.png
C1_6_A__swap__01	C1	Swap	Replace the hand wraps with a pair of cobalt-blue leather boxing gloves with white laces	C1_6_A_shots6_dur15_seed42_1280x720_12fd859853.mp4	136	C1_6_A__swap__01_f136.png
C1_6_B__add__01	C1	Add	Add a wide-brimmed olive canvas bucket hat to the woman	C1_6_B_shots6_dur15_seed42_1280x720_73220b69e7.mp4	312	C1_6_B__add__01_f312.png
C1_6_B__remove__01	C1	Remove	Remove the woman	C1_6_B_shots6_dur15_seed42_1280x720_73220b69e7.mp4	0	C1_6_B__remove__01_f0.png
C2_4_A__appearance_change__01	C2	Appearance change	Change the appearance of the running track to match a green grass lawn	C2_4_A_shots4_dur15_seed42_1280x720_45947d7376.mp4	0	C2_4_A__appearance_change__01_f0.png
C2_4_A__swap__01	C2	Swap	Replace the woman wearing a gold tracksuit with another woman wearing an emerald green satin blouse	C2_4_A_shots4_dur15_seed42_1280x720_45947d7376.mp4	152	C2_4_A__swap__01_f152.png
C2_4_B__add__01	C2	Add	Add a charcoal blazer to the man in white shirt	C2_4_B_shots4_dur15_seed42_1280x720_b79677b694.mp4	0	C2_4_B__add__01_f0.png
C2_4_B__remove__01	C2	Remove	Remove the woman in black blazer	C2_4_B_shots4_dur15_seed42_1280x720_b79677b694.mp4	272	C2_4_B__remove__01_f272.png
C2_5_A__add__01	C2	Add	Add a brown tweed flat cap to the man in brown overcoat.	C2_5_A_shots5_dur15_seed42_1280x720_36dba07b39.mp4	0	C2_5_A__add__01_f0.png
C2_5_A__appearance_change__01	C2	Appearance change	Change the appearance of the woman in the black coat and red scarf to match a sapphire-blue wrap dress.	C2_5_A_shots5_dur15_seed42_1280x720_36dba07b39.mp4	208	C2_5_A__appearance_change__01_f208.png
C2_5_B__remove__01	C2	Remove	Remove the wooden door	C2_5_B_shots5_dur15_seed44_1280x720_7014602963.mp4	256	C2_5_B__remove__01_f256.png
C2_5_B__swap__01	C2	Swap	Replace the woman in the navy blazer with another woman in a pink suit with a silk blouse	C2_5_B_shots5_dur15_seed44_1280x720_7014602963.mp4	0	C2_5_B__swap__01_f0.png
C2_6_A__remove__01	C2	Remove	Remove the man in maroon cardigan	C2_6_A_shots6_dur15_seed42_1280x720_07038a8cab.mp4	320	C2_6_A__remove__01_f320.png
C2_6_A__appearance_change__01	C2	Appearance change	Change the appearance of the cash register to match brushed stainless steel	C2_6_A_shots6_dur15_seed42_1280x720_07038a8cab.mp4	0	C2_6_A__appearance_change__01_f0.png
C2_6_B__add__01	C2	Add	Add a quilted burnt-orange flight jacket to the woman in navy shirt	C2_6_B_shots6_dur15_seed42_1280x720_acf73acfae.mp4	0	C2_6_B__add__01_f0.png
C2_6_B__swap__01	C2	Swap	Replace the man in gray jacket with another woman in a firefighter's uniform	C2_6_B_shots6_dur15_seed42_1280x720_acf73acfae.mp4	328	C2_6_B__swap__01_f328.png
C3A_4_A__remove__01	C3A	Remove	Remove the woman in crimson blazer	C3A_4_A_shots4_dur15_seed42_1280x720_691ec293ed.mp4	176	C3A_4_A__remove__01_f176.png
C3A_4_A__appearance_change__01	C3A	Appearance change	Change the appearance of the red-tabbed binder to match a vivid lime cover	C3A_4_A_shots4_dur15_seed42_1280x720_691ec293ed.mp4	0	C3A_4_A__appearance_change__01_f0.png
C3A_4_B__add__01	C3A	Add	Add an amber shearling neck wrap to the man in a gray flannel shirt.	C3A_4_B_shots4_dur15_seed43_1280x720_05cb4e50a7.mp4	144	C3A_4_B__add__01_f144.png
C3A_4_B__swap__01	C3A	Swap	Replace the man in a navy flannel shirt with another man in a brown leather jacket.	C3A_4_B_shots4_dur15_seed43_1280x720_05cb4e50a7.mp4	0	C3A_4_B__swap__01_f0.png
C3A_5_A__appearance_change__01	C3A	Appearance change	Change the appearance of the woman in burgundy blazer to match a man	C3A_5_A_shots5_dur15_seed42_1280x720_90ed83a488.mp4	224	C3A_5_A__appearance_change__01_f224.png
C3A_5_A__swap__01	C3A	Swap	Replace the metal cabinets with wooden barrels	C3A_5_A_shots5_dur15_seed42_1280x720_90ed83a488.mp4	0	C3A_5_A__swap__01_f0.png
C3A_5_B__add__01	C3A	Add	Add a gold velvet crown to the man in a wine-red robe	C3A_5_B_shots5_dur15_seed42_1280x720_76df8be03c.mp4	312	C3A_5_B__add__01_f312.png
C3A_5_B__appearance_change__01	C3A	Appearance change	Change the appearance of the man in a charcoal robe to match a mustard hoodie	C3A_5_B_shots5_dur15_seed42_1280x720_76df8be03c.mp4	0	C3A_5_B__appearance_change__01_f0.png
C3A_6_A__add__01	C3A	Add	Add a pearl necklace with a lace collar to the woman in an ivory gown	C3A_6_A_shots6_dur15_seed42_1280x720_7155877aff.mp4	96	C3A_6_A__add__01_f96.png
C3A_6_A__remove__01	C3A	Remove	Remove the woman in dusty-rose dress	C3A_6_A_shots6_dur15_seed42_1280x720_7155877aff.mp4	0	C3A_6_A__remove__01_f0.png
C3A_6_B__remove__01	C3A	Remove	Remove the ambulance and its door	C3A_6_B_shots6_dur15_seed42_1280x720_292e708b89.mp4	0	C3A_6_B__remove__01_f0.png
C3A_6_B__swap__01	C3A	Swap	Replace the gray-haired man in a navy uniform shirt with another woman in a green EMT uniform	C3A_6_B_shots6_dur15_seed42_1280x720_292e708b89.mp4	144	C3A_6_B__swap__01_f144.png
C3B_4_A__remove__01	C3B	Remove	Remove the man in navy suit	C3B_4_A_shots4_dur15_seed42_1280x720_e478861703.mp4	152	C3B_4_A__remove__01_f152.png
C3B_4_A__appearance_change__01	C3B	Appearance change	Change the appearance of the wooden desk to match a white marble finish	C3B_4_A_shots4_dur15_seed42_1280x720_e478861703.mp4	0	C3B_4_A__appearance_change__01_f0.png
C3B_4_B__add__01	C3B	Add	Add a reflective neon-yellow safety vest with silver piping to the woman in navy uniform	C3B_4_B_shots4_dur15_seed42_1280x720_a5f1c74b1b.mp4	152	C3B_4_B__add__01_f152.png
C3B_4_B__swap__01	C3B	Swap	Replace the man in a tan trench coat with another woman in a turquoise dress	C3B_4_B_shots4_dur15_seed42_1280x720_a5f1c74b1b.mp4	0	C3B_4_B__swap__01_f0.png
C3B_5_A__add__01	C3B	Add	Add wide-brimmed charcoal felt fedora with a leather band to the woman in a black leather jacket	C3B_5_A_shots5_dur15_seed42_1280x720_3514f19cc9.mp4	264	C3B_5_A__add__01_f264.png
C3B_5_A__appearance_change__01	C3B	Appearance change	Change the appearance of the man in a long burgundy coat to match long blond wavy hair	C3B_5_A_shots5_dur15_seed42_1280x720_3514f19cc9.mp4	0	C3B_5_A__appearance_change__01_f0.png
C3B_5_B__add__01	C3B	Add	Add a crimson-and-cobalt plaid scarf to the man in grey cardigan	C3B_5_B_shots5_dur15_seed42_1280x720_c035cc532a.mp4	96	C3B_5_B__add__01_f96.png
C3B_5_B__remove__01	C3B	Remove	Remove the girl in yellow raincoat	C3B_5_B_shots5_dur15_seed42_1280x720_c035cc532a.mp4	0	C3B_5_B__remove__01_f0.png
C3B_6_A__appearance_change__01	C3B	Appearance change	Change the appearance of the man in white jacket to match a black chef's coat	C3B_6_A_shots6_dur15_seed46_1280x720_08d20585fb.mp4	0	C3B_6_A__appearance_change__01_f0.png
C3B_6_A__swap__01	C3B	Swap	Replace the stainless steel tongs with a wooden spoon	C3B_6_A_shots6_dur15_seed46_1280x720_08d20585fb.mp4	264	C3B_6_A__swap__01_f264.png
C3B_6_B__remove__01	C3B	Remove	Remove the white desk lamp	C3B_6_B_shots6_dur15_seed43_1280x720_9befac7b21.mp4	144	C3B_6_B__remove__01_f144.png
C3B_6_B__swap__01	C3B	Swap	Replace the man in blue cardigan with another man in a brown corduroy jacket with reading glasses	C3B_6_B_shots6_dur15_seed43_1280x720_9befac7b21.mp4	0	C3B_6_B__swap__01_f0.png
C4_4_A__appearance_change__01	C4	Appearance change	Change the appearance of the man in a charcoal cardigan to match a camel overcoat	C4_4_A_shots4_dur15_seed42_1280x720_889a66727c.mp4	128	C4_4_A__appearance_change__01_f128.png
C4_4_A__swap__01	C4	Swap	Replace the man in rust flannel shirt with another male lawyer in a blue suit	C4_4_A_shots4_dur15_seed42_1280x720_889a66727c.mp4	0	C4_4_A__swap__01_f0.png
C4_4_B__add__01	C4	Add	Add bright red over-ear headphones to the man in a blue shirt	C4_4_B_shots4_dur15_seed42_1280x720_783b918675.mp4	152	C4_4_B__add__01_f152.png
C4_4_B__remove__01	C4	Remove	Remove the woman in green cardigan	C4_4_B_shots4_dur15_seed42_1280x720_783b918675.mp4	0	C4_4_B__remove__01_f0.png
C4_5_A__add__01	C4	Add	Add a mustard scarf with a floral border to the woman in a navy cardigan	C4_5_A_shots5_dur15_seed42_1280x720_4b68c49c99.mp4	256	C4_5_A__add__01_f256.png
C4_5_A__swap__01	C4	Swap	Replace the woman in coral blouse with another man in a charcoal suit with a burgundy tie	C4_5_A_shots5_dur15_seed42_1280x720_4b68c49c99.mp4	0	C4_5_A__swap__01_f0.png
C4_5_B__add__01	C4	Add	Add a white fire helmet with a reflective badge to the man in the navy uniform	C4_5_B_shots5_dur15_seed42_1280x720_e425d689ca.mp4	320	C4_5_B__add__01_f320.png
C4_5_B__appearance_change__01	C4	Appearance change	Change the appearance of the man in a yellow undershirt to match a navy blue cashmere turtleneck sweater	C4_5_B_shots5_dur15_seed42_1280x720_e425d689ca.mp4	0	C4_5_B__appearance_change__01_f0.png
C4_6_A__remove__01	C4	Remove	Remove the man in navy suit	C4_6_A_shots6_dur15_seed42_1280x720_c6ff1c1069.mp4	0	C4_6_A__remove__01_f0.png
C4_6_A__appearance_change__01	C4	Appearance change	Change the appearance of the paper to match a crumpled light-blue paper texture	C4_6_A_shots6_dur15_seed42_1280x720_c6ff1c1069.mp4	200	C4_6_A__appearance_change__01_f200.png
C4_6_B__remove__01	C4	Remove	Remove the slung guitar	C4_6_B_shots6_dur15_seed42_1280x720_3355a6ee86.mp4	296	C4_6_B__remove__01_f296.png
C4_6_B__swap__01	C4	Swap	Replace the man in a black leather jacket with another woman in a rust-brown suede jacket with a bolo tie	C4_6_B_shots6_dur15_seed42_1280x720_3355a6ee86.mp4	0	C4_6_B__swap__01_f0.png
C5_4_A__remove__01	C5	Remove	Remove the man in navy blazer	C5_4_A_shots4_dur15_seed42_1280x720_bd748125a2.mp4	152	C5_4_A__remove__01_f152.png
C5_4_A__appearance_change__01	C5	Appearance change	Change the appearance of the boxes in the background to match a wooden finish.	C5_4_A_shots4_dur15_seed42_1280x720_bd748125a2.mp4	0	C5_4_A__appearance_change__01_f0.png
C5_4_B__remove__01	C5	Remove	Remove the white chef's hat	C5_4_B_shots4_dur15_seed42_1280x720_31530b9f08.mp4	152	C5_4_B__remove__01_f152.png
C5_4_B__swap__01	C5	Swap	Replace the man in a black jacket with another man in a gray chef's coat with a black bandana.	C5_4_B_shots4_dur15_seed42_1280x720_31530b9f08.mp4	0	C5_4_B__swap__01_f0.png
C5_5_A__add__01	C5	Add	Add a black lace collar with beaded trim to the woman in a red blouse	C5_5_A_shots5_dur15_seed42_1280x720_6636096170.mp4	0	C5_5_A__add__01_f0.png
C5_5_A__appearance_change__01	C5	Appearance change	Change the appearance of the man in navy shirt to match a woman	C5_5_A_shots5_dur15_seed42_1280x720_6636096170.mp4	0	C5_5_A__appearance_change__01_f0.png
C5_5_B__appearance_change__01	C5	Appearance change	Change the appearance of the man in a burgundy blazer to match a cobalt-blue dinner jacket	C5_5_B_shots5_dur15_seed42_1280x720_aef439f2bf.mp4	72	C5_5_B__appearance_change__01_f72.png
C5_5_B__swap__01	C5	Swap	Replace the handheld radio with a ripe yellow banana	C5_5_B_shots5_dur15_seed42_1280x720_aef439f2bf.mp4	264	C5_5_B__swap__01_f264.png
C5_6_A__add__01	C5	Add	Add safety goggles with a black strap to the man in a yellow safety vest and grey shirt	C5_6_A_shots6_dur15_seed43_1280x720_6f08987d5b.mp4	0	C5_6_A__add__01_f0.png
C5_6_A__remove__01	C5	Remove	Remove the man in blue coverall	C5_6_A_shots6_dur15_seed43_1280x720_6f08987d5b.mp4	0	C5_6_A__remove__01_f0.png
C5_6_B__add__01	C5	Add	Add a cream wool scarf to the man in an orange jacket	C5_6_B_shots6_dur15_seed42_1280x720_590b6e4e81.mp4	136	C5_6_B__add__01_f136.png
C5_6_B__swap__01	C5	Swap	Replace the man in a khaki vest with another man in a red flannel work jacket with a tool pouch	C5_6_B_shots6_dur15_seed42_1280x720_590b6e4e81.mp4	104	C5_6_B__swap__01_f104.png
C6_4_A__remove__01	C6	Remove	Remove the cat	C6_4_A_shots4_dur15_seed44_1280x720_3d9e02fc55.mp4	0	C6_4_A__remove__01_f0.png
C6_4_A__swap__01	C6	Swap	Replace the cat with a fluffy gray-and-white Persian cat	C6_4_A_shots4_dur15_seed44_1280x720_3d9e02fc55.mp4	304	C6_4_A__swap__01_f304.png
C6_4_B__add__01	C6	Add	Add a padded tactical utility vest in matte olive to the man	C6_4_B_shots4_dur15_seed42_1280x720_84e5ab61c7.mp4	0	C6_4_B__add__01_f0.png
C6_4_B__remove__01	C6	Remove	Remove the dog	C6_4_B_shots4_dur15_seed42_1280x720_84e5ab61c7.mp4	248	C6_4_B__remove__01_f248.png
C6_5_A__add__01	C6	Add	Add round amber-tinted glasses to the man	C6_5_A_shots5_dur15_seed42_1280x720_d363b23864.mp4	0	C6_5_A__add__01_f0.png
C6_5_A__appearance_change__01	C6	Appearance change	Change the appearance of the parrot to match blue and yellow feathers	C6_5_A_shots5_dur15_seed42_1280x720_d363b23864.mp4	120	C6_5_A__appearance_change__01_f120.png
C6_5_B__remove__01	C6	Remove	Remove the horse	C6_5_B_shots5_dur15_seed44_1280x720_5e5aea9680.mp4	0	C6_5_B__remove__01_f0.png
C6_5_B__appearance_change__01	C6	Appearance change	Change the appearance of the horse to match a zebra	C6_5_B_shots5_dur15_seed44_1280x720_5e5aea9680.mp4	304	C6_5_B__appearance_change__01_f304.png
C6_6_A__add__01	C6	Add	Add a clear plastic face shield with a crimson headband to the woman	C6_6_A_shots6_dur15_seed46_1280x720_02394f7906.mp4	0	C6_6_A__add__01_f0.png
C6_6_A__swap__01	C6	Swap	Replace the rabbit with a small gray-and-white guinea pig	C6_6_A_shots6_dur15_seed46_1280x720_02394f7906.mp4	216	C6_6_A__swap__01_f216.png
C6_6_B__appearance_change__01	C6	Appearance change	Change the appearance of the owl to match white-and-charcoal plumage	C6_6_B_shots6_dur15_seed42_1280x720_09062704f4.mp4	0	C6_6_B__appearance_change__01_f0.png
C6_6_B__swap__01	C6	Swap	Replace the owl with a rainbow parrot	C6_6_B_shots6_dur15_seed42_1280x720_09062704f4.mp4	152	C6_6_B__swap__01_f152.png
C7_4_B__add__01	C7	Add	Add a wide-brimmed straw sun hat with rustic frayed edges to the white-haired man in a blue apron	C7_4_B_shots4_dur15_seed44_1280x720_a963a6f4df.mp4	0	C7_4_B__add__01_f0.png
C7_4_B__swap__01	C7	Swap	Replace the man in a yellow jacket with another man in a white lab coat	C7_4_B_shots4_dur15_seed44_1280x720_a963a6f4df.mp4	256	C7_4_B__swap__01_f256.png
C7_4_C__remove__01	C7	Remove	Remove the felt fedora	C7_4_C_shots4_dur15_seed42_1280x720_9b5218b1a5.mp4	0	C7_4_C__remove__01_f0.png
C7_4_C__swap__01	C7	Swap	Replace the man with a female puppet in a gray trench coat and hat	C7_4_C_shots4_dur15_seed42_1280x720_9b5218b1a5.mp4	88	C7_4_C__swap__01_f88.png
C7_5_A__appearance_change__01	C7	Appearance change	Change the appearance of the woman to match long, wavy hair	C7_5_A_shots5_dur15_seed42_1280x720_3165f7ef20.mp4	0	C7_5_A__appearance_change__01_f0.png
C7_5_A__swap__01	C7	Swap	Replace the mirror with a window	C7_5_A_shots5_dur15_seed42_1280x720_3165f7ef20.mp4	152	C7_5_A__swap__01_f152.png
C7_5_B__remove__01	C7	Remove	Remove the woman in red apron	C7_5_B_shots5_dur15_seed42_1280x720_dda2cb68d0.mp4	0	C7_5_B__remove__01_f0.png
C7_5_B__appearance_change__01	C7	Appearance change	Change the appearance of the white cake to match a chocolate cake	C7_5_B_shots5_dur15_seed42_1280x720_dda2cb68d0.mp4	0	C7_5_B__appearance_change__01_f0.png
C7_6_A__add__01	C7	Add	Add teal blue wraparound sunglasses to the woman	C7_6_A_shots6_dur15_seed42_1280x720_1c0ae67f46.mp4	248	C7_6_A__add__01_f248.png
C7_6_A__remove__01	C7	Remove	Remove the woman	C7_6_A_shots6_dur15_seed42_1280x720_1c0ae67f46.mp4	136	C7_6_A__remove__01_f136.png
C7_6_C__add__01	C7	Add	Add a gold bow tie to the man in a red blazer	C7_6_C_shots6_dur15_seed43_1280x720_0de1261a3b.mp4	0	C7_6_C__add__01_f0.png
C7_6_C__appearance_change__01	C7	Appearance change	Change the appearance of the woman in blue blazer to match an ivory blazer-dress	C7_6_C_shots6_dur15_seed43_1280x720_0de1261a3b.mp4	152	C7_6_C__appearance_change__01_f152.png
C8_4_A__environment_change__01	C8	Environment change	Change the scene environment to torrential midnight rain with thick prominent rain lines and flickering cold overhead lighting	C8_4_A_shots4_dur15_seed42_1280x720_434016be13.mp4	0	C8_4_A__environment_change__01_f0.png
C8_4_A__environment_change__02	C8	Environment change	Change the scene environment to an overall cooler, blue-toned color grade	C8_4_A_shots4_dur15_seed42_1280x720_434016be13.mp4	192	C8_4_A__environment_change__02_f192.png
C8_4_B__stylization__01	C8	Stylization	Apply the style of watercolor painting — soft blended colors, visible brushstrokes, paper-like background texture to the entire scene	C8_4_B_shots4_dur15_seed42_1280x720_03b427615c.mp4	0	C8_4_B__stylization__01_f0.png
C8_4_B__environment_change__01	C8	Environment change	Change the scene environment to vibrant neon-lit nightlife with electric purple and pink ambient glows	C8_4_B_shots4_dur15_seed42_1280x720_03b427615c.mp4	152	C8_4_B__environment_change__01_f152.png
C8_4_C__stylization__01	C8	Stylization	Apply the style of crayon drawing — scribbled color fills, overlapping strokes, sketchy shading, wavy uneven outlines to the entire scene	C8_4_C_shots4_dur15_seed42_1280x720_347f659cdc.mp4	0	C8_4_C__stylization__01_f0.png
C8_4_C__environment_change__01	C8	Environment change	Change the scene environment to dim theatrical lighting with an intense spotlight and deep surrounding shadows	C8_4_C_shots4_dur15_seed42_1280x720_347f659cdc.mp4	152	C8_4_C__environment_change__01_f152.png
C8_5_A__environment_change__01	C8	Environment change	Change the scene environment to dense snowfall with large visible drifting snowflakes and a frozen wintry atmosphere	C8_5_A_shots5_dur15_seed43_1280x720_d7e7027e59.mp4	0	C8_5_A__environment_change__01_f0.png
C8_5_A__environment_change__02	C8	Environment change	Change the scene environment to a high-contrast black-and-white color grade	C8_5_A_shots5_dur15_seed43_1280x720_d7e7027e59.mp4	256	C8_5_A__environment_change__02_f256.png
C8_5_B__stylization__01	C8	Stylization	Apply the style of anime — bold flat colors with black outlines, simplified exaggerated features, smooth rounded shapes to the entire scene	C8_5_B_shots5_dur15_seed42_1280x720_29d9e4f535.mp4	152	C8_5_B__stylization__01_f152.png
C8_5_B__environment_change__01	C8	Environment change	Change the scene environment to an overall warm amber/orange color temperature across the whole frame	C8_5_B_shots5_dur15_seed42_1280x720_29d9e4f535.mp4	0	C8_5_B__environment_change__01_f0.png
C8_5_C__environment_change__01	C8	Environment change	Change the scene environment to thick autumnal morning fog with muted grey lighting and damped surfaces	C8_5_C_shots5_dur15_seed42_1280x720_85c59ce47a.mp4	0	C8_5_C__environment_change__01_f0.png
C8_5_C__environment_change__02	C8	Environment change	Change the scene environment to golden hour warm light streaming through windows with visible dust motes	C8_5_C_shots5_dur15_seed42_1280x720_85c59ce47a.mp4	312	C8_5_C__environment_change__02_f312.png
C8_6_A__stylization__01	C8	Stylization	Apply the style of pencil sketch — grayscale fine textured lines, shading depth, hand-drawn pencil strokes on white to the entire scene	C8_6_A_shots6_dur15_seed42_1280x720_bf15473097.mp4	264	C8_6_A__stylization__01_f264.png
C8_6_A__environment_change__01	C8	Environment change	Change the scene environment to midday summer brilliance with harsh white sunlight and deep ink-black shadows	C8_6_A_shots6_dur15_seed42_1280x720_bf15473097.mp4	0	C8_6_A__environment_change__01_f0.png
C8_6_B__environment_change__01	C8	Environment change	Change the scene environment to dim eerie nocturnal fog with cold bluish ambient light and dampened visibility	C8_6_B_shots6_dur15_seed42_1280x720_615b51e02c.mp4	0	C8_6_B__environment_change__01_f0.png
C8_6_B__environment_change__02	C8	Environment change	Change the scene environment to muted overcast daylight with sterile gray light and diffused low-contrast illumination	C8_6_B_shots6_dur15_seed42_1280x720_615b51e02c.mp4	312	C8_6_B__environment_change__02_f312.png
C8_4_D__stylization__01	C8	Stylization	Apply the style of watercolor painting — soft blended colors, visible brushstrokes, paper-like background texture to the entire scene	C8_4_D_shots4_dur15_seed45_1280x720_5a00400967.mp4	0	C8_4_D__stylization__01_f0.png
C8_4_D__environment_change__01	C8	Environment change	Change the scene environment to a warm sepia tone	C8_4_D_shots4_dur15_seed45_1280x720_5a00400967.mp4	0	C8_4_D__environment_change__01_f0.png
C8_4_E__environment_change__01	C8	Environment change	Change the scene environment to a heavy rainstorm	C8_4_E_shots4_dur15_seed49_1280x720_114c1eeefc.mp4	136	C8_4_E__environment_change__01_f136.png
C8_4_E__environment_change__02	C8	Environment change	Change the scene environment to a single harsh spotlight	C8_4_E_shots4_dur15_seed49_1280x720_114c1eeefc.mp4	0	C8_4_E__environment_change__02_f0.png
C8_4_F__stylization__01	C8	Stylization	Apply the style of paper cutout — layered angular paper shapes, visible edges, flat textured paper surfaces to the entire scene	C8_4_F_shots4_dur15_seed45_1280x720_ce327d34dc.mp4	0	C8_4_F__stylization__01_f0.png
C8_4_F__environment_change__01	C8	Environment change	Change the scene environment to blue twilight dusk	C8_4_F_shots4_dur15_seed45_1280x720_ce327d34dc.mp4	168	C8_4_F__environment_change__01_f168.png
C8_5_D__stylization__01	C8	Stylization	Apply the style of flat vector — solid colors, geometric shapes, no shadows, minimalist 2D appearance to the entire scene	C8_5_D_shots5_dur15_seed42_1280x720_62b391728f.mp4	256	C8_5_D__stylization__01_f256.png
C8_5_D__environment_change__01	C8	Environment change	Change the scene environment to harsh silhouette lighting	C8_5_D_shots5_dur15_seed42_1280x720_62b391728f.mp4	0	C8_5_D__environment_change__01_f0.png
C8_5_E__environment_change__01	C8	Environment change	Change the scene environment to early dawn light	C8_5_E_shots5_dur15_seed44_1280x720_fa132101fb.mp4	232	C8_5_E__environment_change__01_f232.png
C8_5_E__environment_change__02	C8	Environment change	Change the scene environment to warm amber lighting	C8_5_E_shots5_dur15_seed44_1280x720_fa132101fb.mp4	0	C8_5_E__environment_change__02_f0.png
C8_5_F__environment_change__01	C8	Environment change	Change the scene environment to golden hour sunset	C8_5_F_shots5_dur15_seed42_1280x720_9100617d06.mp4	104	C8_5_F__environment_change__01_f104.png
C8_5_F__environment_change__02	C8	Environment change	Change the scene environment to a teal-and-orange color grade	C8_5_F_shots5_dur15_seed42_1280x720_9100617d06.mp4	0	C8_5_F__environment_change__02_f0.png
C8_6_C__stylization__01	C8	Stylization	Apply the style of voxel art — surfaces rebuilt from small 3D cubes, grid background with subtle depth and shadowing to the entire scene	C8_6_C_shots6_dur15_seed42_1280x720_6791fe85cd.mp4	328	C8_6_C__stylization__01_f328.png
C8_6_C__environment_change__01	C8	Environment change	Change the scene environment to a snowy blizzard	C8_6_C_shots6_dur15_seed42_1280x720_6791fe85cd.mp4	88	C8_6_C__environment_change__01_f88.png
C8_6_D__environment_change__01	C8	Environment change	Change the scene environment to a rolling thunderstorm	C8_6_D_shots6_dur15_seed43_1280x720_1c50752a4f.mp4	0	C8_6_D__environment_change__01_f0.png
C8_6_D__environment_change__02	C8	Environment change	Change the scene environment to a charcoal-toned color grade	C8_6_D_shots6_dur15_seed43_1280x720_1c50752a4f.mp4	192	C8_6_D__environment_change__02_f192.png

DataEverything above, in one file.

benchmark.jsonl JSONL · 128 rows

{"instruction_id": "C1_4_A__remove__01", "sample_id": "C1_4_A",
 "source_video": "source_videos/C1_4_A_shots4_dur15_seed43_1280x720_0e18129eab.mp4",
 "task": "remove", "edit_instruction": "Remove the man"}

asset/eval/bench/
├── benchmark.jsonl
└── source_videos/   64 × mp4 · 960×544 · 24 fps · 361 frames

benchmark_iv2v.jsonl JSONL · 128 rows

{"instruction_id": "C1_4_A__remove__01", "sample_id": "C1_4_A",
 "source_video": "source_videos/C1_4_A_shots4_dur15_seed43_1280x720_0e18129eab.mp4",
 "task": "remove", "edit_instruction": "Remove the man",
 "reference_frame_indices": [88],
 "edited_frame_paths": {"88": "edited_frames/C1_4_A__remove__01_f88.png"}}

asset/eval/bench/
├── benchmark_iv2v.jsonl
├── source_videos/   64 × mp4 · 960×544 · 24 fps · 361 frames
└── edited_frames/   128 × png · 960×544