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XiangpengYang
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VideoCoF-Bench

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test · 240 rows

id stringlengths 12 35	video video 4.13 12.5	edit_instruction stringlengths 21 208
obj_removal_024		Remove the blue credit card with a gradient design and white text on the far right.
obj_removal_036		Remove the seagull with a white body and light brown markings on its head, located on the right side near the water's edge.
obj_removal_044		Remove the person in the red garment standing behind the individual in white.
obj_removal_045		Remove the woman with short brown hair and a light-colored top sitting on the left side of the frame.
obj_removal_046		Remove the person with curly hair, a black top, and a white jacket located on the right side of the image.
obj_removal_023_1		Remove the young man with a beard wearing a white jacket on the left
obj_removal_023_2		Remove the young woman wearing a hijab on the right
obj_removal_024_1		Remove the young man with short black hair wearing black shirt on the left
obj_removal_024_2		Remove the young man with red hair wearing green shirt on the right
obj_removal_025_1		Remove the young woman with red hair wearing straw hat on the left
obj_removal_025_2		Remove the young woman with blonde hair wearing white shirt on the right
obj_removal_026_1		Remove the young Black woman in a white bathrobe and polka dot pants sitting on the right
obj_removal_026_2		Remove the young Black woman with short hair wearing a patterned sweater smiling on the left
obj_removal_027_1		Remove the child with blonde hair wearing white shirt in the background on the left
obj_removal_027_2		Remove the girl with dark skin wearing blue cardigan in the background on the right
obj_removal_028_1		Remove the young woman wearing white t-shirt and beige pants on the left
obj_removal_028_2		Remove the woman in white shirt holding food on the right
obj_removal_029_1		Remove the young girl with blonde hair and black top holding a game controller on the left
obj_removal_029_2		Remove the young girl with blonde hair and blue top holding a game controller on the right
obj_removal_030_1		Remove the man with short dark hair wearing a gray suit on the right
obj_removal_030_2		Remove the woman with long light hair wearing a plaid jacket in the center
obj_removal_030_3		Remove the man with short dark hair wearing a light sweater on the left
obj_removal_031_1		Remove the young Black woman wearing white blouse and holding phone on the left
obj_removal_031_2		Remove the young Black man wearing glasses and white shirt on the right
obj_removal_031_3		Remove the young Black child with curly hair between the woman and man in the center
obj_removal_031_4		Remove the older Black woman wearing glasses and beige sweater on the far left
obj_removal_032_1		Remove the woman with tattoos wearing beige bra on the left
obj_removal_032_2		Remove the woman with long black hair wearing black top in the center
obj_removal_032_3		Remove the woman wearing white bra on the right
obj_removal_033_1		Remove the young Asian woman wearing a red hoodie and holding chopsticks on the left
obj_removal_033_2		Remove the elderly Asian woman wearing a dark blouse and holding chopsticks on the right
obj_removal_001		Remove the glowing, detailed, translucent human brain from the center of the scene.
obj_removal_002		Remove the smaller light-colored cow on the right, standing behind the fence.
obj_removal_003		Remove the paper bag situated beside the man's lap
obj_removal_004		Remove the hand holding the white plastic watering can on the left side.
obj_removal_005		Remove the golden retriever dog.
obj_removal_006		Remove the large, seated statue of a monk located centrally atop the white building.
obj_removal_007		Remove the helicopter
obj_removal_008		Remove the beige CRT computer setup.
obj_removal_009		Remove the white calendar poster lying flat on the tabletop.
obj_removal_010		Remove the metallic park bench.
obj_removal_011		Remove the black and white cow with a blue ear tag grazing in the foreground.
obj_removal_012		Remove the woman wearing a white hat, drinking on the left side of the frame.
obj_removal_013		Remove the woman on the right side holding a pile of blankets.
obj_removal_014		[Removal] Remove the black-framed eyeglasses resting on the top pages of the book.
obj_removal_015		Remove the sandy road.
obj_removal_016		Remove the cloud on the right.
obj_removal_017		Remove the black desktop computer monitor at the left
obj_removal_018		Remove the young gray donkey standing near the green wheelbarrow to the right.
obj_removal_019		Remove the white rectangular office building in the lower-right foreground of the cityscape.
obj_removal_020		Remove the central person wearing a hat and backpack, silhouetted against the window
obj_addition_001		Add the silver Bitcoin coin with a flipping motion, hovering and settling near the pointing hand's index finger.
obj_addition_002		Add the woman wearing a white blouse with lace shoulders, smiling and playfully adjusting her hair on the right side of the frame.
obj_addition_003		Add the woman with long, wavy hair in a white blouse, seated at the table and speaking expressively.
obj_addition_004		Add the squirrel, a red and white-furred animal with a bushy tail, moving upwards and preparing to stand on its hind legs in the center of the forest floor.
obj_addition_005		Add the woman in a floral dress pointing at the balloon on the left.
obj_addition_006		Add the woman seated on the yoga mat, with curly hair and wearing a sports bra and leggings, as she moves her arms.
obj_addition_007		Add the blonde girl in a white t-shirt, pressing her palms on the washing machine's transparent surface and peering through it.
obj_addition_008		Add the brown-furred deer with prominent antlers moving across the grassy foreground from left to right.
obj_addition_009		Add the white motor yacht with orange and green flags moving steadily across the water, leaving a trailing wake.
obj_addition_010		Add the person in a light olive jacket standing mid-gesture on the sidewalk near the center of the scene.
obj_addition_011		Add the metallic silver pen with a black clip, held in the right hand, ready for writing.
obj_addition_012		added object is a white cat with a pink nose, positioned in front of the bookshelf, appearing to have leapt onto the shelf from the floor.
obj_addition_013		added object instance is a man seated to the right of the woman, wearing a dark suit with a beard.
obj_addition_014		Add the basketball bouncing toward the person walking on the basketball court.
obj_addition_015		Add the makeup brush with a black handle and fluffy brush head moving smoothly along the cheek.
obj_addition_016		Add the older woman with short, curly gray hair wearing a white outfit, walking hand-in-hand with the younger woman.
obj_addition_017		Add the large, crocodile-like creature with armored skin and sharp teeth swimming powerfully toward the camera.
obj_addition_018		Add the brown and white cow with horns, walking through the field and casting a shadow.
obj_addition_019		Add the cluster of green and slightly yellowing plants stationary at the foreground, partially concealing the man's torso.
obj_addition_020		Add the stationary yellow parrot with a red beak perched to the right of the hanging blue parrot.
obj_addition_021		Add the brown and white beagle interacting with and drinking from the metallic bowl on the wooden floor.
obj_addition_022		Add the woman with shoulder-length hair and a white sleeveless dress, walking softly in the background towards the right side of the frame.
obj_addition_023		Add the pair of light-skinned human hands actively typing on the keyboard.
obj_addition_024		Add the brown book with black edges being held steadily in the person’s right hand as if reading.
obj_addition_025		Add the woman with curly afro hair, in a beige and black blazer, slightly to the left and in front of the original woman, facing the camera.
obj_addition_026		Add the adult man seated to the right of the child, wearing a white t-shirt and white shorts, actively playing with a controller.
obj_addition_027		Add the child, a figure interacting with an adult to the left, facing towards the family.
obj_addition_028		Add the colorful astronaut-themed face painting on the cheek, stationary next to the small star-like design.
obj_addition_029		Add the distinct feature or object that is absent in the image but was present in the editing process.
obj_addition_030		Add the child, dressed in a cow-themed costume, dynamically rocking back and forth on the wooden board.
obj_addition_031		Add the light brown cardboard box held in the man's left hand.
obj_addition_032		Add the girl with long dark hair wearing a colorful unicorn-themed outfit and a rainbow shirt with a pink tutu, standing to the left of the teepee and interacting playfully with the child in the yellow shirt.
obj_addition_033		Add the [detailed description of the added object and its motion]
obj_addition_034		Add the woman in a white lace dress moving from a chest-covering gesture to holding the man's hand.
obj_addition_035		Add the child, seated inside the tent with a joyful expression, smiling while facing forward.
obj_addition_036		Add the man with a beard, tattoos, and yoga attire, seated on a white mat, moving his arms from a forward bend to overhead while positioned centrally on a scenic coastal patch.
obj_addition_037		Add the man in a red and blue plaid shirt holding a glass of orange juice, who is entering the scene to the right of the robot.
obj_addition_038		Add the individual wearing a lavender top who is interacting with the first person by touching their hair and holding their glasses.
obj_addition_039		Add the woman wearing a red full-body suit, dancing in sync with the woman in blue to the left of her.
obj_addition_040		Add the second person’s hand with a wristband, which moves from the side and joins the first person's hand in the center.
obj_addition_041		Add the blue and white hexagonal-patterned soccer ball, stationary on the grass in the lower left quadrant of the frame.
obj_addition_042		Add the man wearing a black sports bra and patterned leggings performing push-ups on the yellow floor in front of the fitness equipment.
obj_addition_043		Add the woman holding the blue game controller to the left of the man, engaged in gameplay.
obj_addition_044		Add the second person, positioned to the left, mirroring the first person’s motion and attire.
obj_addition_045		Add the fresh, vibrant green lettuce being held up and then dropped onto the plate with tomatoes.
obj_addition_046		Add the word 'care', written in black marker and appearing in motion as a completion of the phrase, positioned just below 'YOU'.
obj_addition_047		Add the additional person with curly hair, wearing a white T-shirt, motionless and partially overlapping the main subject to the right.
obj_addition_048		Add the second person with short curly hair, a plaid shirt, visible tattoos, and engaging in conversation.
obj_addition_049		Add the hammer with a red handle and silver head, in motion as if being swung by the right hand.

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VideoCoF-Bench

The official benchmark for VideoCoF: Unified Video Editing with Temporal Reasoner — CVPR 2026 Highlight.

Paper · Project Page · Code

240 editing samples covering Object Removal, Object Addition, Object Swap, and Local Style Transfer, including instance-level editing in multi-object scenes.

Input videos are organized into four task folders. The combined annotations are in videocof_edit.jsonl, with three fields: id, video, and edit_instruction. Video paths are relative to the benchmark root.

Citation

If you use VideoCoF-Bench, please cite:

@InProceedings{Yang_2026_CVPR,
    author    = {Yang, Xiangpeng and Xie, Ji and Yang, Yiyuan and Ma, Yue and Huang, Yan and Xu, Min and Wu, Qiang},
    title     = {VideoCoF: Unified Video Editing with Temporal Reasoner},
    booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
    month     = {June},
    year      = {2026},
    pages     = {37940-37949}
}

Source videos: Senorita and UNICBench. Their respective video licenses and terms apply.

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Paper for XiangpengYang/VideoCoF-Bench

Unified Video Editing with Temporal Reasoner

Paper • 2512.07469 • Published Dec 8, 2025 • 48