Datasets:

qingjiu151
/

SNR-Bench

id stringlengths 6 6	source_prompt stringlengths 20 260	target_prompt stringlengths 21 287	image_width int32 512 1.92k	image_height int32 512 2.08k
000000	an orange cat sitting on top of a fence	an [white] cat [and a dog] [standing] on top of a fence	512	512
000001	an orange van with surfboards on top	an [pink] [taxi] with [colorful] [flowers] on top	512	512
000002	mountain landscape with flowers and withered grass	[snow] mountain landscape with flowers and [green] grass	512	512
000003	two ducks in the dirt	two [cats] [swimming] in the [sea]	512	512
000004	a mid autumn road lined with trees and leaves	a mid [winter] road [with rocks] lined with trees and [flowers]	512	512
000005	wolf howling at the moon with a outline of a wolf	[dog] howling at the [sun] with a outline of a [person]	512	512
000006	a bird on the branch	a [red] [wodden] [duck] on the branch	512	512
000007	dogs running in the grass	[rabbits] [holding apples] in the grass	512	512
000008	a butterfly on a leaf in the garden	a [parrot] on a [flower] in the garden	512	512
000009	a white brick wall and a potted plant	a white brick [painting] and a [sitted man]	512	512
000010	the sun over an old farmhouse	the [moon] over an old [church]	512	512
000011	a man reading books in front of a wall	a man reading books in front of a wall [with a painting of a heart] [and potted plants nearby]	512	512
000012	a man sitting in the grass	a man [and a dog] sitting in the grass [with rocks]	512	512
000013	the bridge is lit up at night with fog	the bridge is lit up at night with fog [and a boy is sitting on the bridge] [and flowers]	512	512
000014	a castle in the night with a beautiful sunset	a castle in the night	512	512
000015	a girl and a dog sitting in the forest	a girl sitting in the forest	512	512
000016	a woman in a wedding dress sitting on a chair with lamp and flowers on the table	a woman in a wedding dress sitting on a chair with flowers on the table	512	512
000017	a woman in white holding flowers with eyes looking down	a woman in white holding [blooming] flowers with [eyes looking forward]	512	512
000018	a cartoon kitchen with a stove, sink and cabinets	a cartoon kitchen with a [marble] stove, sink and [wooden] cabinets	512	512
000019	a lantern in the forest with trees and lights	a [crystal] lantern in the forest with [ancient] trees and lights	512	512
000020	a chocolate cake with candies on top	a [icecream] cake with [soft] candies on top	512	512
000021	a desk with a lamp and books on it and fire in the background	a desk with a lamp and books on it and [lanterns] in the background	512	512
000022	a notebook, pencil, and camera on a map	a notebook, pencil, and camera on a [carpet]	512	512
000023	an older couple walking down a narrow dirt road	an older couple walking down a [snow coverd] road	512	512
000024	a watercolor painting of a tiger	[a acrylic painting of a] [cartoon] tiger	512	512
000025	a desk with a laptop, a plant, and a mouse	[oil painting of] a [van gogh style] desk with a laptop, a plant, and a mouse	512	512
000026	a woman in a blue dress leaning against a wall	[a pixel art of] a [anime] woman in a blue dress leaning against a wall	512	512
000027	A large brown bear walking through a grassy field.	A large [panda] bear walking through a grassy field.	1,024	1,024
000028	A bicycle parked on the sidewalk in front of a red brick building. The bicycle is positioned close to the door of the building, making it easily accessible for the owner. The building has a red brick exterior, giving it a distinctive appearance.	A [motorcycle] parked on the sidewalk in front of a red brick building. The [motorcycle] is positioned close to the door of the building, making it easily accessible for the owner. The building has a red brick exterior, giving it a distinctive appearance.	1,024	1,024
000029	A bicycle parked on the sidewalk in front of a red brick building. The bicycle is positioned close to the door of the building, making it easily accessible for the owner. The building has a red brick exterior, giving it a distinctive appearance.	A [scooter] parked on the sidewalk in front of a red brick building. The [scooter] is positioned close to the door of the building, making it easily accessible for the owner. The building has a red brick exterior, giving it a distinctive appearance.	1,024	1,024
000030	A bicycle parked on the sidewalk in front of a red brick building. The bicycle is positioned close to the door of the building, making it easily accessible for the owner. The building has a red brick exterior, giving it a distinctive appearance.	A [harley davidson motorcycle] parked on the sidewalk in front of a red brick building. The [harley davidson motorcycle] is positioned close to the door of the building, making it easily accessible for the owner. The building has a red brick exterior, giving it a distinctive appearance.	1,024	1,024
000031	A small, brown owl standing on a patch of grass.	A small, [white] owl standing on a patch of grass.	1,024	1,024
000032	A small, brown owl standing on a patch of grass.	A [small origami] owl standing on a patch of grass.	1,024	1,024
000033	An orange and white cat sitting.	[A silver] cat [sculpture.]	1,024	1,024
000034	A vibrant underwater scene with a clownfish swimming among various coral reefs. The clownfish is positioned towards the left side of the image, surrounded by a diverse array of coral and sea plants.	A vibrant underwater scene with a [goldfish] swimming among various coral reefs. The [goldfish] is positioned towards the left side of the image, surrounded by a diverse array of coral and sea plants.	1,024	1,024
000035	A large orange lizard sitting on a rock near the ocean. The lizard is positioned in the center of the scene, with the ocean waves visible in the background. The rock is located close to the water, providing a picturesque setting for the lizard''s resting spot.	A large [frog] sitting on a rock near the ocean. The [frog] is positioned in the center of the scene, with the ocean waves visible in the background. The rock is located close to the water, providing a picturesque setting for the [frog''s] resting spot.	1,024	1,024
000036	A large orange lizard sitting on a rock near the ocean. The lizard is positioned in the center of the scene, with the ocean waves visible in the background. The rock is located close to the water, providing a picturesque setting for the lizard''s resting spot.	A large [dragon] sitting on a rock near the ocean. The [dragon] is positioned in the center of the scene, with the ocean waves visible in the background. The rock is located close to the water, providing a picturesque setting for the [dragon''s] resting spot.	1,024	1,024
000037	Two adorable golden retriever puppies sitting in a grassy field. They are positioned close to each other, with one dog on the left and the other on the right. Both dogs have their mouths open, possibly panting.	Two adorable [bear cubs] sitting in a grassy field. They are positioned close to each other, with one [wold cub] on the left and the other on the right. Both [cubs] have their mouths open, possibly [panting or enjoying the outdoor environment.]	1,024	1,024
000038	Monkey sits on log in natural setting, surrounded by greenery and wooden structures.	Monkey [in safari vest] sits on [log, blending with] natural [surroundings.]	1,920	1,280
000039	Cat with blue eyes sits in grassy field, surrounded by tall plants and foliage.	Cat with blue eyes sits in grassy field, [wearing tiny explorer hat] and [boots.]	1,280	1,700
000040	Man with glasses and beard wears black turtleneck, standing outdoors near brick building.	Man with glasses and beard wears [casual denim jacket,] standing outdoors near brick building.	1,920	1,280
000041	White-haired cosplayer with fox ears, wearing white gloves, looking at camera in convention setting.	White-haired cosplayer with fox ears, wearing [lavender] gloves, looking at camera in convention setting.	1,920	1,280
000042	Silver earrings with green and pink stones, pearl drops, on white fabric background.	Silver earrings with [gold] and pink stones, pearl drops, on white fabric background.	1,920	2,082
000043	Two white mugs sit on rustic wooden table, soft lighting, blurred background.	Two [amber] mugs sit on rustic wooden table, soft lighting, blurred background.	1,920	1,280
000044	Hand holds yellow flower against mountainous lake backdrop with cloudy sky.	Hand holds yellow flower [made of glass] against mountainous lake backdrop with cloudy sky.	1,280	1,280
000045	Storefront with 'NEW ROMANTIC' sign, red postbox, closed door, stone building facade.	Storefront with 'NEW ROMANTIC' sign, red postbox, closed door, stone building facade.	1,024	684
000046	Blue banner with 'S-OAK' hangs on wall above wooden desk with books and lamp.	Blue banner with 'S-OAK' hangs on wall above wooden desk with books and lamp.	682	1,024
000047	Person in red hoodie stretching on leafy path during golden hour sunset.	Person in red hoodie [jogging] on leafy path during golden hour sunset.	1,024	682
000048	White fluffy dog running on grass with tail up, against clear blue sky.	White fluffy dog [sitting calmly] on [grass,] tail [relaxed, gazing forward under] blue sky.	682	1,024
000049	Duck taking off from water with wings spread, pink sky in background.	Duck [swimming calmly on water,] wings [tucked close to body, serene] sky [above.]	1,024	681
000050	Panda cub resting on stone wall, surrounded by green plants and rocks.	Panda cub [playing with a bamboo stick,] surrounded by green plants and rocks.	1,024	683
000051	Sunlight filters through green trees over grassy field with fallen autumn leaves.	Sunlight filters through [ancient] trees over [snowy] field with fallen [pine needles.]	1,024	682
000052	Sunset scene with people sitting along tree-lined path near river and bridge.	[Person in countryside at dusk, surrounded by fields] and [distant hills under orange sky.]	768	1,024
000053	Narrow cobblestone alley between yellow buildings, sunny, with balconies and plants.	Narrow cobblestone alley between yellow buildings, [snowy,] with balconies and [icicles.]	682	1,024
000054	Wooden bench in snowy park, bare trees, houses in background, blue sky with clouds.	Wooden bench in [sunny beach] park, [palm] trees, [ocean view, clear] blue [sky.]	682	1,024
000055	Gourmet burger with cheese, sauce, onions, pickles, and lettuce on sesame bun, resting on wooden board.	Gourmet burger with cheese, sauce, onions, pickles, and lettuce on sesame bun, [styled in watercolor.]	1,024	850
000056	Wooden boat docked at misty lake, church on island visible through foggy autumn trees.	Wooden boat docked at misty lake, church on island visible through [painterly] autumn trees.	1,024	682
000057	Dark alley with wet cobblestones, red neon lights, stone buildings, and cloudy sky.	Dark alley with wet cobblestones, [glowing] neon lights, stone buildings, and [moody] sky.	576	1,024
000058	Mountain lake with wooden boathouse, misty peaks, and forested slopes under cloudy sky.	Mountain lake with wooden boathouse, misty peaks, and forested slopes [in impressionist style.]	1,024	682
000059	Fresh fruits including watermelon, peach, banana, and apple arranged on wooden board.	[Fruits rendered in soft watercolor style with gentle brushstrokes] and [muted tones.]	1,024	682
000060	Clownfish swims among vibrant purple and white anemone tentacles under deep blue ocean water.	[Dolphin glides gracefully] among vibrant purple and white anemone tentacles under deep blue ocean water.	703	1,024
000061	Scottish highland cow stands alone in vast grassy field with rolling hills and cloudy sky.	[Wild boar] stands alone in vast grassy field with rolling hills and cloudy sky.	1,024	682
000062	Two crows perch atop a 'Visitor Parking' sign in a desert landscape under blue sky.	Two [foxes sit] atop a 'Visitor Parking' sign in a desert landscape under blue sky.	1,024	768
000063	Two sheep stand among yellow flowering bushes on a hilly, arid landscape.	Two [goats] stand among yellow flowering bushes on a hilly, arid landscape.	1,024	682
000064	Two half-timbered buildings flank a gravel path in a wooded, rustic setting.	Two [modern glass pavilions] flank a gravel path in a wooded, rustic setting.	1,024	680
000065	Church with twin spires reflected in puddle, surrounded by grass and trees under overcast sky.	[Modern glass skyscraper] reflected in puddle, surrounded by grass and trees under overcast sky.	684	1,024
000066	Church with green dome and stone tower topped with crosses against overcast sky.	[Modern glass skyscraper] with [rooftop cross replacing church] dome and stone tower topped with crosses against overcast sky.	682	1,024
000067	Woman in blue coat walks away from bus stop at night, city lights blurred in background.	[Man] in [dark jacket] walks away from bus stop at night, city lights blurred in background.	819	1,024
000068	Man sits on rock, wearing white shirt and jeans, against mountain backdrop with cloudy sky.	[Young woman] sits on rock, wearing white shirt and jeans, against mountain backdrop with cloudy sky.	683	1,024
000069	Two people sit on grass under trees, enjoying a sunny day with cloudy sky above.	[One person replaced; new individual sits with companion, sharing peaceful park moment] under [trees.]	682	1,024
000070	Person in red jacket stands on snowy peak, facing iconic snow-capped mountain under soft sky.	[Woman] in red jacket stands on snowy peak, facing iconic snow-capped mountain under soft sky.	1,024	682
000071	Maroon sweater with white Nordic pattern hangs on wooden hanger against rustic wooden fence in autumn forest.	Maroon sweater with [geometric tribal] pattern hangs on wooden hanger against rustic wooden fence in autumn forest.	682	1,024
000072	Person wears gray t-shirt with Bart Simpson holding Supreme logo, standing against graffiti wall.	Person wears gray t-shirt with Bart Simpson holding [floral pattern,] standing against graffiti wall.	1,024	724
000073	Wooden sign with lightning bolt symbol, mounted on chain-link fence against dark background.	Wooden sign with [raindrop pattern,] mounted on chain-link fence against dark background.	1,024	682
000074	Green sign with white heart and lightning bolt on brick wall, showing wear and tear.	Green sign with white heart and [sun pattern] on brick wall, showing wear and tear.	1,024	729
000075	Purple crocus flower blooms in green grass, with blurred red and blue toy in background.	[Yellow daffodil] blooms in green grass, with blurred red and blue toy in background.	1,024	574
000076	Pink cherry blossom trees bloom in front of yellow apartment buildings on a sunny day.	[Lush green oak] trees [stand] in front of yellow apartment buildings on a sunny day.	1,024	681
000077	Flower basket with purple, pink blooms sits on balcony railing, overlooking residential buildings and trees.	[Potted cactus] with [spines] sits on balcony railing, overlooking residential buildings and trees.	1,024	682
000078	Single yellow dandelion flower blooms amidst dense green grass in a natural lawn setting.	Single [purple coneflower] blooms amidst dense green grass in a natural lawn setting.	1,024	683
000079	Yellow diamond sign reads 'IMAGINE ART HERE' on sandy lot with palm trees and buildings.	Yellow diamond sign reads ['NO PARKING'] on sandy lot with palm trees and buildings.	753	1,024

SNR-Edit: Structure-Aware Noise Rectification for Inversion-Free Flow-Based Editing

Lifan Jiang Boxi Wu Yuhang Pei Tianrun Wu
Yongyuan Chen Yan Zhao Shiyu Yu Deng Cai

State Key Lab of CAD&CG, Zhejiang University

Submitted to ICML 2026

🚧 Coming Soon

SNR-Bench comprises 80 high-quality image-editing cases. Approximately 50% are sampled from PIE-Bench to ensure continuity with standard benchmarks, and the remaining 50% are collected from the web to introduce richer textures and more complex real-world scenes. We cover four editing operations: adjust, change, remove, and add. To minimize ambiguity and improve instruction consistency, all editing instructions for the non--PIE-Bench subset are manually written, refined, and verified through human annotation.

The dataset is currently being prepared and will be released soon.

This repository contains the SNR-Bench dataset used in the paper SNR-Edit: Structure-Aware Noise Rectification for Inversion-Free Flow-Based Editing.

📌 Citation

If you find this dataset helpful, please consider citing:

@misc{jiang2026snreditstructureawarenoiserectification,
      title={SNR-Edit: Structure-Aware Noise Rectification for Inversion-Free Flow-Based Editing}, 
      author={Lifan Jiang and Boxi Wu and Yuhang Pei and Tianrun Wu and Yongyuan Chen and Yan Zhao and Shiyu Yu and Deng Cai},
      year={2026},
      eprint={2601.19180},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2601.19180}, 
}

Downloads last month: -

Size of downloaded dataset files:

29.7 MB

Size of the auto-converted Parquet files:

29.7 MB

Number of rows:

Paper for qingjiu151/SNR-Bench

SNR-Edit: Structure-Aware Noise Rectification for Inversion-Free Flow-Based Editing

Paper • 2601.19180 • Published 1 day ago