Datasets:

timmzak
/

ReText-Captions

image_path stringlengths 28 34	caption stringlengths 0 1.82k
train/02534_s3119_0014785_0.jpg	The man is dressed in a stylish outfit that's perfect for a casual setting. He's wearing a gray and black striped shirt that's paired with a pair of brown pants. His footwear of choice is a pair of black sneakers, which add a touch of sophistication to his overall look. To complete his outfit, he's wearing a watch on h...
train/09505_s15980_0003206_1.jpg	The man is dressed in a crisp white shirt, paired with dark pants. He's also carrying a backpack and wearing a watch.
train/03005_s3899_0010715_0.jpg	The woman is wearing a white shirt and a black and white skirt.
train/03896_s4882_0010637_0.jpg	The man is wearing a green shirt with a white collar, paired with black shorts and white shoes.
train/01145_s11773_0011161_0.jpg	The man is wearing a black shirt, red shorts, and black shoes.
train/00189_s372_0007247_0.jpg	The man is dressed in a crisp white shirt, paired with black pants and black shoes. He's carrying a black bag in his hand.
train/05880_s7599_0004319_0.jpg	A woman wearing a white hat, a red and white plaid shirt, a pair of black pants and a pair of brown shoes.
train/07400_s9821_0005223_0.jpg	The man is wearing a white shirt with short sleves, black pants, and black shoes. He has a black cap on his head and is carrying a black bag.
train/00952_s11395_0011937_0.jpg	The woman has long black hair that falls down her back. She's wearing a black shirt and a pair of white shoes.
train/10303_s13114_0000753_0.jpg	The young woman has a slender build and stands at a medium height. Her long, black hair cascades down her back, and she wears a blue and white striped shirt that reaches her waist. Her lower body is clad in blue jeans that fall just above her knees, and she carries a black backpack on her back. Her left hand is occupie...
train/07102_s9411_0005697_0.jpg	The woman is wearing a white shirt and shorts, and she has a bag slung over her shoulder.
train/10799_s17009_0000534_0.jpg	A man is dressed in all black, wearing a jacket, pants, and shoes.
train/11196_s13423_0004233_1.jpg	A middle-aged man with a medium build and dark skin is wearing a blue shirt with a collar and a black jacket. He has short black hair and is wearing khaki pants. He is holding a cell phone in his hand.
train/08505_s17271_0000355_0.jpg	The woman is wearing a pair of blue jeans, a black belt, and a black shirt.
train/03743_s4705_0013318_0.jpg	The man is dressed in a white t-shirt and black shorts, with his feet clad in white socks and sneakers.
train/02248_s2616_0008445_0.jpg	A man with short black hair is wearing a purple shirt with long black pants and pink shoes. He is carrying a black bag and a black book.
train/07489_s9989_0009225_0.jpg	The woman is wearing a red shirt, blue jeans, and white sandals.
train/07168_s9518_0010278_0.jpg	The woman is wearing a yellow long sleeved shirt, blue jeans, and white shoes.
train/02561_s3171_0011342_0.jpg	The woman is wearing a black and white dress with a grey sweater on top. She has a purple bag in her hand and is wearing black shoes.
train/02634_s3347_0009210_0.jpg	The woman is wearing a pink shirt and black pants with white sandals.
train/01188_s11838_0005782_0.jpg	The woman is wearing a yellow shirt, which is paired with a black skirt. She has a black shoulder bag slung over her shoulder.
train/03932_s4931_0012621_0.jpg	The man is wearing a dark blue t-shirt, dark blue jeans, and white sneakers.
train/04085_s5134_0011691_0.jpg	The man is wearing a white shirt with short sleeves and black pants.
train/04680_s5976_0012074_0.jpg	The woman is wearing a black dress with a pink shirt over it. She has a black purse and black shoes.
train/07371_s9786_0010071_0.jpg	The woman is wearing a black and white striped skirt, a black shirt, and red shoes.
train/10203_s13502_0000391_0.jpg	The man is wearing a white t-shirt, black pants, and white shoes.
train/08815_s17631_0003835_1.jpg	The man has short, light brown hair and is wearing a red jacket with a black lining. He has on dark blue jeans and is carrying a black backpack.
train/02775_s3623_0011914_0.jpg	The man is dressed in a black and white shirt, which is paired with blue jeans and brown shoes.
train/10454_s13203_0001079_0.jpg	The man is wearing a black t-shirt under a grey jacket. He has black pants and black shoes.
train/01344_s12057_0013067_0.jpg	The man is wearing a blue shirt and black shorts. He has a black bag slung over his shoulder.
train/10745_s14667_0001583_1.jpg	A young man with dark skin stands before us. His hair is curly and black, adding a touch of mystery to his appearance. He wears a white sleeveless shirt that reaches his waist, paired with a black vest that falls just above his knees. His lower half is covered by a pair of khaki shorts that end just above his knees. To...
train/01819_s1871_0010921_0.jpg	The man is dressed in a stylish outfit that's perfect for a chilly day. He's wearing a black and white jacket that's perfect for keeping warm, and a pair of brown pants that add a touch of sophistication to his overall look. His shoes are also brown, which complements his outfit nicely. Overall, he looks put-together a...
train/11670_s14943_0002696_0.jpg	A woman with long black hair is wearing a green shirt and black pants.
train/03197_s4103_0014844_1.jpg	The man is wearing a white tank top and a pair of dark gray pants.
train/02708_s3545_0010170_0.jpg	The woman is wearing a white shirt, a pair of shorts, and a pair of sandals.
train/06299_s8254_0009922_1.jpg	The man is wearing a black t-shirt, dark gray shorts, and blue shoes.
train/08257_s11030_0014166_0.jpg	The man is wearing a long-sleeved shirt with a plaid pattern, consisting of red and black stripes. His pants are dark blue jeans, and he has black sneakers with white soles and green trim. His hair is short and black.
train/01694_s1672_0004842_0.jpg	The woman is wearing a red shirt with a picture on the front, black shorts, and white shoes.
train/05299_s6780_0005898_0.jpg	The man is wearing a blue shirt, black pants, and black shoes. He has a black bag slung over his shoulder.
train/07474_s9958_0015060_0.jpg	The man is wearing a red and white shirt, black pants, and a watch.
train/00319_s584_0011919_0.jpg	The woman is wearing a white and blue shirt, paired with black pants and black shoes. She has a blue backpack slung over her shoulder.
train/03104_s3992_0011253_0.jpg	The woman is wearing a blue dress and has long hair. She is carrying a red bag and has a white purse.
train/04872_s5867_0007519_0.jpg	The man is wearing a white shirt with a black bag slung over his shoulder. He has a black pants and white shoes.
train/05659_s7291_0005039_0.jpg	The woman is wearing a black shirt and black shorts, with black shoes and a green bag slung over her shoulder.
train/09895_s17053_0000489_0.jpg	A man wearing a red shirt with a black stripe on the sleeve, a pair of black pants and a pair of black shoes.
train/01058_s11616_0008683_0.jpg	The woman is wearing a red shirt, black pants, and black shoes.
train/10871_s14787_0001480_0.jpg	The man is wearing a black shirt with a white logo on the front, a gray hoodie, and blue jean shorts. He has a white cap on his head and white shoes on his feet.
train/10160_s14270_0000094_0.jpg	The young woman has long, dark hair that falls just past her shoulders. She's wearing a white dress that's flowing and elegant, and it's paired with a pair of white pants.
train/02690_s3494_0010666_0.jpg	The woman has long, dark hair that falls past her shoulders. She's wearing a black shirt and black pants, and her feet are clad in white sneakers.
train/04489_s5726_0007552_0.jpg	The man is wearing a white shirt with short sleves and dark gray shorts. He has on a pair of sneakers with yellow laces.
train/01310_s12016_0006249_0.jpg	The man is dressed in a black jacket, which is layered over a white shirt. He's also wearing brown pants and carrying a black bag.
train/10524_s14510_0001680_0.jpg	The woman is wearing a white shirt with a logo on the front, paired with black pants and black shoes.
train/06284_s8226_0007169_0.jpg	The woman is wearing a blue dress with a hood and has a black bag slung over her right shoulder. Her hair is long and black, and she is wearing red shoes.
train/03548_s4518_0005389_0.jpg	The man is dressed in a black shirt, black shorts, and white shoes.
train/09429_s15827_0003884_0.jpg	The woman is middle-aged, with a plump figure and a healthy complexion. Her hair is black and falls just below her ears. She's wearing a black printed short-sleeved shirt that's a bit longer than her butt, and a pair of white casual shoes. She's carrying a white casual bag over her right shoulder.
train/00259_s495_0007623_0.jpg	The woman is wearing a yellow shirt and white pants with black and white designs. She has on brown sandals and is carrying a white bag with black stripes.
train/10144_s14235_0002876_0.jpg	The man is wearing a long trench coat with white pants and black shoes. He is holding a microphone.
train/11100_s13249_0000152_0.jpg	The man is wearing a brown and white striped shirt, blue jeans, and black shoes. He's also carrying a black bag.
train/01360_s12076_0006809_0.jpg	The man is wearing a white t-shirt with black shorts and white shoes. He has a black backpack on his back.
train/08052_s10758_0006025_0.jpg	The man is wearing a white t-shirt, dark pants, and gray shoes. He has short black hair and is wearing headphones.
train/09701_s16345_0003345_0.jpg	The man is wearing a yellow suit jacket and black pants. He has short blonde hair.
train/03609_s4585_0009725_0.jpg	The woman has long black hair that falls down her back. She's wearing a white shirt and a black skirt that reaches her thighs.
train/01021_s11539_0005129_0.jpg	The man is wearing a black t-shirt with a logo on the back, paired with gray cargo shorts and red shoes.
train/03184_s4094_0007969_0.jpg	The woman is wearing a black shirt and a skirt with white flowers. She has on a pair of brown shoes and is carrying a brown purse.
train/06839_s9085_0008750_0.jpg	The man is wearing a white t-shirt, black pants, and black shoes.
train/03432_s4375_0014783_0.jpg	The man is dressed in a crisp white shirt with short sleves, paired with black pants and shoes. He's also wearing a black tie, which adds a touch of formality to his outfit.
train/03541_s4509_0007994_0.jpg	The woman is wearing a black and white dress with a floral pattern, white shoes, and a black backpack.
train/05018_s6456_0012281_0.jpg	The man is wearing a yellow shirt, white pants, and black shoes.
train/11502_s13884_0000417_1.jpg	The man is wearing a green shirt with the sleeves rolled up, paired with khaki pants.
train/04819_s6157_0010264_0.jpg	The man is wearing a blue shirt and dark blue jeans, and he has a backpack slung over his shoulder.
train/06097_s6746_0013287_0.jpg	The girl is wearing a black shirt with a red print on the front. She has on pink shorts that are tucked into black leggings.
train/05479_s7017_0006023_0.jpg	The man is dressed in a black shirt and blue shorts, carrying a black backpack.
train/00572_s1072_0013186_1.jpg	The man is wearing a white shirt and black shorts. He has a black backpack on his back.
train/00388_s704_0010038_0.jpg	The woman is wearing a dark blue dress with a short sleeve. She has a watch on her left wrist and is carrying a black bag.
train/00195_s385_0005551_0.jpg	The boy is wearing a blue shirt and blue shorts. He has on blue shoes and is carrying a blue and yellow backpack.
train/06755_s8950_0009674_0.jpg	The man is wearing a blue shirt, black pants, and white shoes. He has a black backpack slung over his shoulder.
train/02429_s2900_0007453_0.jpg	The girl is wearing a pink shirt and a pink skirt. She has on pink shoes and is wearing a pair of socks.
train/06659_s8812_0015079_0.jpg	The man is wearing a white short-sleeved shirt, dark shorts, and black and white shoes. He is also wearing glasses.
train/05207_s6671_0007437_0.jpg	The man is wearing a white short-sleeved shirt, black shorts, and black sneakers with white socks. He has a black backpack with a yellow and blue pattern.
train/06389_s8388_0011674_0.jpg	The man is wearing a black t-shirt with a white logo on the front. He has on dark shorts and black shoes. He is carrying a bag on his right shoulder.
train/07178_s9525_0011265_0.jpg	The woman is wearing a red shirt with long sleeves and a red jacket. She has a black bag slung over her right shoulder.
train/06183_s8067_0004394_0.jpg	The young woman has a slender upper body and a pair of long legs. Her skin is yellowish, and her hair is black. She is wearing a black short-sleeved shirt and a striped skirt.
train/10217_s13531_0000959_0.jpg	The woman is wearing a long, black jacket with a white pattern. She has on black pants and black boots.
train/08079_s10794_0011906_0.jpg	The man is wearing a yellow and black jacket, black pants, and black shoes. He has a black cap on his head.
train/02662_s3412_0004897_0.jpg	The woman is wearing a gray shirt under a black jacket, paired with a short skirt and black shoes.
train/06386_s8383_0014569_0.jpg	The woman is wearing a white dress with a floral pattern, which is complemented by a pair of white shoes. She has long, dark hair that falls just below her shoulders, and she's carrying a red purse.
train/04339_s5521_0009096_0.jpg	The man is wearing a green shirt, blue shorts, and blue and black shoes. He has a black backpack on his back and is holding a phone.
train/01852_s1947_0009194_0.jpg	The woman is wearing a red shirt, blue jean shorts, and brown boots. She has a black bag slung over her shoulder.
train/02070_s2321_0008011_0.jpg	A man with short black hair is wearing a gray shirt with white stripes. He is also wearing a pair of white shoes.
train/10278_s12803_0000185_0.jpg	The man is dressed in a sleek black suit, complete with a crisp white shirt and a polished black tie. His hands are clasped together in front of him, and he stands tall and confident.
train/01281_s11967_0009263_0.jpg	The woman is wearing a pink shirt with a cat on it, blue jeans, and black and white shoes.
train/09209_s18120_0002396_0.jpg	The woman is wearing a red dress with a pink pattern, and she has her hair pulled back. She is also wearing red high heels.
train/00186_s363_0006353_0.jpg	The woman is wearing a black and white striped shirt, black shorts, and black shoes. She has a black bag slung over her shoulder.
train/04845_s6187_0006994_0.jpg	The man is wearing a white shirt and white shorts.
train/01389_s12145_0010555_0.jpg	The man is wearing a black shirt with a white logo on the left side of his chest. He has on dark pants and dark shoes.
train/03690_s4649_0008150_0.jpg	The man is wearing a blue and white shirt, black pants, and a black belt.
train/08397_s17105_0001194_0.jpg	The woman is in her thirties and has a slender figure. Her hair is long and brown, falling just below her shoulders. She's wearing a black leather jacket that fits her well, and her pants are also black and made of the same material. Her shoes are black leather, which complements her outfit nicely.
train/03392_s4329_0012727_0.jpg	The woman is wearing a white shirt, black pants, and black shoes. She has a black bag slung over her shoulder.
train/01238_s11902_0008573_0.jpg	The person is wearing a white jacket, which is complemented by their black pants and shoes.
train/10394_s14374_0003408_0.jpg	The man is dressed in a black suit, complete with a white shirt and black shoes. He's also wearing a black jacket and has his hands in his pockets.

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ReText

ReText: Generated Captions for Multi-Camera Person Re-identification

Accepted by WACV 2027

Paper · GitHub · VLM weights

Overview

Generated textual annotations for CUHK03, Market-1501, MSMT17, CUHK-SYSU, and RandPerson, released with ReText. The captions were generated using LLaVA fine-tuned on UFine3C. This release contains image paths and captions; original images are not included.

Each dataset is available as a separate configuration. JSONL files expose two string columns, image_path and caption. Original JSON dictionaries are preserved in original/.

Configuration	Entries	Original annotations
cuhk-sysu	23,435	JSON
cuhk03	28,193	JSON
market-1501	36,036	JSON
msmt17	126,441	JSON
randperson	132,145	JSON

Total: 346,250 image-caption entries. Counts describe the released annotation files.

Usage

from datasets import load_dataset

captions = load_dataset(
    "timmzak/ReText-Captions",
    "market-1501",
    split="all",
)
print(captions[0]["image_path"])
print(captions[0]["caption"])

Replace market-1501 with any configuration listed above.

The all split is a packaging choice that preserves the complete source annotation file. It is not a training split or a new evaluation protocol. Follow the original dataset protocols when selecting training, query, and gallery images. Image paths and caption strings are preserved without rewriting.

Limitations

These are automatically generated captions, not human-verified descriptions. They can contain incorrect or unsupported attributes. The captions do not grant access to the original images; obtain each dataset separately under its original terms.

Citation

@article{mamedov2026retext,
  title={ReText: Text boosts generalization in image-based person re-identification},
  author={Mamedov, Timur and Kvanchiani, Karina and Konushin, Anton and Konushin, Vadim},
  journal={arXiv preprint arXiv:2602.05785},
  year={2026}
}

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Paper for timmzak/ReText-Captions

ReText: Text Boosts Generalization in Image-Based Person Re-identification

Paper • 2602.05785 • Published 14 days ago • 1