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person3240
TVPReid-Duke/videos/person3240.mp4
[ "The woman is wearing a black coat and she is wearing black pants. She has long and black hair. She is wearing a red shoes. She is carrying a black backpack and a white cup.", "The woman is wearing a black coat and black trousers. She wears a pair of red shoes. She has long black hair. She is carrying a black bac...
2
duke
DukeMTMC-VideoReID
train
person0294
TVPReid-Duke/videos/person0294.mp4
[ "The man is wearing a black coat and he is wearing blue jeans. He has short and black hair. He is wearing a black glasses. He is wearing a brown shoes. He is walking and carrying a black and yellow backpack.", "The man is wearing a black coat and he is wearing blue jeans. He has short and black hair and he is wea...
2
duke
DukeMTMC-VideoReID
train
person1303
TVPReid-Duke/videos/person1303.mp4
[ "The woman is wearing a white jacket and she is wearing black pants. She has long and brown hair. She is carrying a brown handbag in her hand.", "The woman is wearing a white jacket, black pants and white shoes. She has long and brown hair. She is walking with a brown handbag in her hand." ]
2
duke
DukeMTMC-VideoReID
train
person0352
TVPReid-Duke/videos/person0352.mp4
[ "The woman is wearing a black coat and she is wearing black pants. She has long and black hair. She is wearing a grey shoes. She is walking and carrying a grey shoulder bag.", "The woman is wearing a black coat and black pants. She has long, black hair and is wearing grey shoes. She is walking with a grey shoulde...
2
duke
DukeMTMC-VideoReID
train
person2470
TVPReid-Duke/videos/person2470.mp4
[ "The man is wearing a black jacket and he is wearing black pants. He has long and black hair. He is walking.", "The man is wearing a black jacket and black trousers. He is carrying a backpack and walking on the road with a backpack on his back." ]
2
duke
DukeMTMC-VideoReID
train
person3610
TVPReid-Duke/videos/person3610.mp4
[ "The man is donning a red sweater, blue jeans, and grey shoes. He has short brown hair and is walking. Additionally, he wears a pair of black glasses and is carrying a blue backpack.", "The man is wearing a red sweater, blue jeans, and grey shoes. He has short brown hair. He's walking. He wears a pair of black gl...
2
duke
DukeMTMC-VideoReID
train
person4732
TVPReid-Duke/videos/person4732.mp4
[ "The man is wearing a black coat and brown jeans. He is wearing a pair of glasses. He is walking with a backpack on his back.", "Wearing a pair of glasses, the man is dressed in a black coat and brown jeans, and is carrying a backpack on his back while walking." ]
2
duke
DukeMTMC-VideoReID
train
person1201
TVPReid-Duke/videos/person1201.mp4
[ "The woman is wearing a brown jacket and she is wearing red pants. Her boots are brown. She has long and brown hair. She has hair tied. She is carrying a phone in her hand and a green backpack on her back. She is walking on the road.", "The woman is wearing a brown jacket and red pants. She wears brown boots. Her...
2
duke
DukeMTMC-VideoReID
train
person2901
TVPReid-Duke/videos/person2901.mp4
[ "The woman is wearing a blue jacket and she is wearing black pants. She has long and black hair. She is wearing a brown shoes.", "The woman is dressed in a blue jacket and black pants, and has long black hair. She is also wearing brown shoes." ]
2
duke
DukeMTMC-VideoReID
train
person3019
TVPReid-Duke/videos/person3019.mp4
[ "The man is wearing a green coat and grey trousers. He is wearing a grey hat. He is walking on the road with a water bottle in his hand.", "The man is dressed in a green coat and grey trousers, and is walking on the road while holding a water bottle in his hand. He is also wearing a grey hat." ]
2
duke
DukeMTMC-VideoReID
train
person1973
TVPReid-Duke/videos/person1973.mp4
[ "The woman is wearing a purple overcoat and she is wearing a pair of grey trousers and there is a yellow bag on her shoulder.", "The woman is wearing a purple overcoat, grey trousers and black shoes. She has long and brown hair. She was walking with a yellow bag on her shoulder." ]
2
duke
DukeMTMC-VideoReID
train
person0402
TVPReid-Duke/videos/person0402.mp4
[ "The woman is wearing a dark brown hoodie and she is wearing blue jeans. She is carrying a black tote bag on her shoulder. She is wearing brown boots. She is walking fast with her hand in her hoodie pocket.", "The woman is wearing a dark brown hoodie, blue jeans and brown boots. She is walking fast on the road wi...
2
duke
DukeMTMC-VideoReID
train
person4762
TVPReid-Duke/videos/person4762.mp4
[ "The man is wearing a green coat, black trousers, and white shoes. He has short black hair. He was walking with a purple backpack on his back.", "The man is sporting a green coat, black trousers, and white shoes, along with short black hair. He was walking with a purple backpack securely fastened to his back." ]
2
duke
DukeMTMC-VideoReID
train
person3591
TVPReid-Duke/videos/person3591.mp4
[ "The man is wearing a white hoodie and he is wearing black pants. He is wearing a white hat. He is wearing a grey shoes. He is carrying a black backpack.", "The man is wearing a white hoodie and he is wearing black pants. He is wearing a white hat. He is wearing a grey shoes. He is walking with a black backpack o...
2
duke
DukeMTMC-VideoReID
train
person3072
TVPReid-Duke/videos/person3072.mp4
[ "The man is wearing a black and blue striped jumper, grey trousers and grey shoes. He has short and golden hair. He was walking with a black backpack on his back.", "The man is wearing a black and blue striped jumper, paired with grey trousers and grey shoes. He has short golden hair and is carrying a black backp...
2
duke
DukeMTMC-VideoReID
train
person0395
TVPReid-Duke/videos/person0395.mp4
[ "The woman is wearing a green coat and dark blue trousers. She has long and black hair. She is wearing a brown boots. She is carrying a black backpack. She is walking on the road and carrying a white water cup.", "The woman is wearing a green coat and she is wearing dark blue trousers. She has long and black hair...
2
duke
DukeMTMC-VideoReID
train
person0419
TVPReid-Duke/videos/person0419.mp4
[ "The man with short brown hair is wearing a grey hoodie and he is wearing black trousers. He is wearing white shoes. He is walking with a black grey backpack on his back. His right hand is in his trousers pockets.", "The man is wearing a grey hoodie, black trousers and white shoes. He has short and brown hair. He...
2
duke
DukeMTMC-VideoReID
train
person2106
TVPReid-Duke/videos/person2106.mp4
[ "The woman is wearing a green jacket and she is wearing blue pants. She has long and red hair. She is wearing a white shoes.", "The woman is dressed in a green jacket and blue pants, with long red hair and white shoes." ]
2
duke
DukeMTMC-VideoReID
train
person0009
TVPReid-Duke/videos/person0009.mp4
[ "The woman is dressed in a grey coat and black pants, with long black hair. She is also wearing white shoes. She is walking and carrying a black backpack.", "The woman is wearing a grey coat and she is wearing black pants. She has long and black hair. She is wearing a white shoes. She is walking with a black back...
2
duke
DukeMTMC-VideoReID
train
person3464
TVPReid-Duke/videos/person3464.mp4
[ "The man is wearing a blue jacket and grey shorts. He has short and black hair. He is wearing a white shoes. He is carrying a black backpack. He is walking on the road. He is carrying a white bag.", "The man is wearing a blue jacket and he is wearing grey shorts. He has short and black hair. He is wearing a white...
2
duke
DukeMTMC-VideoReID
train
person4177
TVPReid-Duke/videos/person4177.mp4
[ "The man is wearing a black blouse and a blue jeans. He has short and black hair. He is wearing a pair of brown shoes. He is carrying a black backpack.", "The man is donning a black shirt and blue jeans, with short, black hair, and brown shoes. Additionally, he's carrying a black backpack." ]
2
duke
DukeMTMC-VideoReID
train
person0439
TVPReid-Duke/videos/person0439.mp4
[ "The woman with glasses is wearing a black coat, black trousers and grey boots. She has long and black hair. She is walking with a black and white backpack on her back. She is holding a cell phone on her left hand.", "The woman with long black hair is wearing a black coat and she is catching a black and white bac...
2
duke
DukeMTMC-VideoReID
train
person2635
TVPReid-Duke/videos/person2635.mp4
[ "The woman is wearing a green jacket and she is wearing blue pants. She has long and black hair. She is wearing a brown shoes.", "The woman is dressed in a green jacket and blue pants, and has long black hair. She is also wearing brown shoes." ]
2
duke
DukeMTMC-VideoReID
train
person3364
TVPReid-Duke/videos/person3364.mp4
[ "The woman is wearing a black overcoat, blue jeans and black boots. She is wearing black glasses. She is walking with a black backpack on her back. She is carrying a black umbrella.", "The woman is wearing a black overcoat, grey trousers and black boots.She is wearing black glasses.She is walking with a black bac...
2
duke
DukeMTMC-VideoReID
train
person1655
TVPReid-Duke/videos/person1655.mp4
[ "The man is wearing a black down-filled coat and he is wearing blue trousers. He has short and black hair. He is wearing a black shoes. He is wearing a blue scarf. He is walking on the road with his hands in the pockets and talking with another man in black beside him.", "The man with short black hair is wearing ...
2
duke
DukeMTMC-VideoReID
train
person2913
TVPReid-Duke/videos/person2913.mp4
[ "The man is wearing a black jacket and he is wearing grey pants. He has short and black hair. He is wearing a grey shoes. He is wearing a earphone.", "The man is dressed in a black jacket and grey pants, and has short black hair. He is also wearing grey shoes and earphones." ]
2
duke
DukeMTMC-VideoReID
train
person3004
TVPReid-Duke/videos/person3004.mp4
[ "The man is wearing a black jacket and he is wearing blue pants. He has short and brown hair. He is carrying a red backpack. He is wearing a glasses. He is wearing a grey shoes.", "The man is wearing a black jacket and blue pants, with short brown hair and glasses, and is carrying a red backpack. He is also weari...
2
duke
DukeMTMC-VideoReID
train
person4809
TVPReid-Duke/videos/person4809.mp4
[ "The woman is wearing a black jacket and a black pants. She has long and grey hair. She is wearing a black shoes.", "The woman is wearing a black jacket and black pants, and she has long, grey hair. Additionally, she is wearing black shoes." ]
2
duke
DukeMTMC-VideoReID
train
person0120
TVPReid-Duke/videos/person0120.mp4
[ "The woman is wearing a black coat, light grey trousers and black shoes. She has long and brown hair. She is walking with a grey shoulder bag on her shoulder.", "The woman is wearing a black coat and light grey trousers. She is wearing a pair of black shoes. She is walking on the road with a grey shoulder bag on ...
2
duke
DukeMTMC-VideoReID
train
person4449
TVPReid-Duke/videos/person4449.mp4
[ "The man is wearing a blue jacket and he is wearing black pants. He has short and black hair. He is wearing a grey shoes.", "The man is dressed in a blue jacket and black pants, with short black hair. He has on grey shoes to complete his outfit." ]
2
duke
DukeMTMC-VideoReID
train
person2022
TVPReid-Duke/videos/person2022.mp4
[ "The woman is wearing a black coat, blue jeans and black shoes. She has long black hair. She is walking with a pink backpack on her back.", "The woman is dressed in a black coat, blue jeans, and black shoes, with long black hair. She is walking with a pink backpack on her back." ]
2
duke
DukeMTMC-VideoReID
train
person3641
TVPReid-Duke/videos/person3641.mp4
[ "The woman is wearing a brown jacket, black trousers and black boots. She has long and black hair. She is carrying a red hand bag. She is taking a grey umbrella.", "The woman is wearing a brown jacket and she is wearing black trousers. She has long and black hair. She is wearing a black boots. She is carrying a r...
2
duke
DukeMTMC-VideoReID
train
person1601
TVPReid-Duke/videos/person1601.mp4
[ "The woman is wearing a black jacket and black pants. She has long, brown hair. She is walking with a black backpack.", "The woman is wearing a black jacket and she is wearing black pants. She has long and brown hair. She is carrying a black backpack." ]
2
duke
DukeMTMC-VideoReID
train
person1467
TVPReid-Duke/videos/person1467.mp4
[ "The woman is wearing a blue jacket and she is wearing black pants. She has long and black hair. She is wearing grey boots.", "The woman is wearing a blue jacket, black pants and grey boots. She has long and black hair. She is carrying a black backpack." ]
2
duke
DukeMTMC-VideoReID
train
person2138
TVPReid-Duke/videos/person2138.mp4
[ "The man is wearing a grey jacket and he is wearing brown pants. He has short and black hair. He is wearing a brown shoes.", "The man is dressed in a grey jacket and brown pants, with short black hair and brown shoes." ]
2
duke
DukeMTMC-VideoReID
train
person4546
TVPReid-Duke/videos/person4546.mp4
[ "The woman is wearing a black jacket and she is wearing black pants. She has long and black hair. She is wearing a black boots.", "The woman is dressed in a black jacket and black pants, with long black hair. She is also wearing black boots." ]
2
duke
DukeMTMC-VideoReID
train
person1840
TVPReid-Duke/videos/person1840.mp4
[ "The woman is wearing a black top, dark blue jeans and crimson leather boots. She has long blonde hair. She is carrying a black backpack. She is walking side by side with a woman.", "The woman with long blonde hair is wearing a black top. Her jeans are dark blue and leather boots are crimson. She is carrying a bl...
2
duke
DukeMTMC-VideoReID
train
person4748
TVPReid-Duke/videos/person4748.mp4
[ "The man is wearing a black jacket and he is wearing black pants. He has short and black hair. He is wearing a black shoes.", "The man is dressed in a black jacket and black pants, with short black hair and black shoes on." ]
2
duke
DukeMTMC-VideoReID
train
person2565
TVPReid-Duke/videos/person2565.mp4
[ "The man is wearing a blue jacket and a pair of glasses. His trousers are blue and shoes are brown. He is walking on the road.", "The man is walking on the road while wearing a blue jacket and glasses. He has paired his jacket with blue trousers and brown shoes." ]
2
duke
DukeMTMC-VideoReID
train
person2854
TVPReid-Duke/videos/person2854.mp4
[ "The woman is wearing a blue coat, grey trousers and pink shoes. She is carrying a black bag.", "The woman is dressed in a blue coat, paired with grey trousers and pink shoes. Additionally, she is seen carrying a black bag." ]
2
duke
DukeMTMC-VideoReID
train
person1552
TVPReid-Duke/videos/person1552.mp4
[ "The man is wearing a grey jacket and she is wearing blue pants. He has short and black hair. He is wearing black shoes.", "The man is wearing a grey jacket, blue pants and black shoes. He has short and black hair. He is carrying a blue backpack." ]
2
duke
DukeMTMC-VideoReID
train
person0045
TVPReid-Duke/videos/person0045.mp4
[ "The woman, dressed in a black coat, black trousers, and black shoes, is walking while holding a black umbrella. Additionally, she is carrying a dark blue shoulder bag.", "The woman is wearing a black coat, black trousers and black shoes. She is holding a black umbrella. She is walking with a dark blue shoulder b...
2
duke
DukeMTMC-VideoReID
train
person0118
TVPReid-Duke/videos/person0118.mp4
[ "The woman is wearing a black coat and light grey trousers. She has shoulder length and brown hair. She is walking on the road with a grey shoulder bag on her shoulder.", "The woman is wearing a black coat, light grey trousers and black shoes. She has shoulder length and brown hair. She is walking and carrying a ...
2
duke
DukeMTMC-VideoReID
train
person0572
TVPReid-Duke/videos/person0572.mp4
[ "The man with black sunglasses is wearing a black and grey jacket, blue jeans and red shoes. He has short and black hair. He is walking with a black backpack on his back. His hands are in his jacket pockets.", "The man with short black hair is wearing a black and grey jacket and he is wearing blue jeans. He is we...
2
duke
DukeMTMC-VideoReID
train
person0248
TVPReid-Duke/videos/person0248.mp4
[ "The man is wearing a black overcoat, grey trousers and grey shoes. He was walking with a white umbrella in his hand.", "The man is wearing a black overcoat. His trousers are grey. He is wearing a pair of grey shoes. He is walking and carrying a white umbrella." ]
2
duke
DukeMTMC-VideoReID
train
person4402
TVPReid-Duke/videos/person4402.mp4
[ "The man is wearing a black jacket and he is wearing grey trousers. He has short and black hair. He is wearing white shoes. He is carrying a black backpack. His hands in his pockets.", "The man has short, black hair and is dressed in a black jacket and grey trousers. He is also wearing white shoes and carrying a ...
2
duke
DukeMTMC-VideoReID
train
person1861
TVPReid-Duke/videos/person1861.mp4
[ "The man is wearing a navy blue coat, khaki trousers and blue shoes. He is carrying a black backpack. His hair is short black. He is walking with his hands in his pockets.", "The man with short black hair is wearing a navy blue coat. His trousers are khaki and shoes are blue. He is carrying a black backpack and w...
2
duke
DukeMTMC-VideoReID
train
person2203
TVPReid-Duke/videos/person2203.mp4
[ "The man is wearing a black jacket and he is wearing grey pants. He has short and black hair. He is wearing a black shoes.", "The man is dressed in a black jacket and grey pants, and has short black hair. Additionally, he is wearing black shoes." ]
2
duke
DukeMTMC-VideoReID
train
person4472
TVPReid-Duke/videos/person4472.mp4
[ "The woman is wearing a black jacket and she is wearing blue pants. She has long and black hair. She is wearing a purple boots.", "The woman, with long black hair, is dressed in a black jacket and blue pants, paired with purple boots." ]
2
duke
DukeMTMC-VideoReID
train
person1197
TVPReid-Duke/videos/person1197.mp4
[ "The man is wearing a black jacket and he is wearing blue jeans. He has short and brown hair. He is wearing brown shoes. He is carrying a phone in his one hand and a bottle in his other hand. He is walking on the road with a black backpack on his back and he is looking at his phone.", "The man is wearing a black ...
2
duke
DukeMTMC-VideoReID
train
person2548
TVPReid-Duke/videos/person2548.mp4
[ "The woman is wearing a black jacket and she is wearing black pants. She has long and black hair. She is wearing a green shoes.", "The woman is dressed in a black jacket and matching pants, and her long hair is also black. Additionally, she is wearing green shoes." ]
2
duke
DukeMTMC-VideoReID
train
person4088
TVPReid-Duke/videos/person4088.mp4
[ "The man is wearing a black jacket and he is wearing blue jeans. He has short and black hair. He is wearing a black shoes. He is walking with his hands in his pockets.", "The man is wearing a black jacket with blue jeans and has short black hair. He is also wearing black shoes and walking with his hands in his po...
2
duke
DukeMTMC-VideoReID
train
person2995
TVPReid-Duke/videos/person2995.mp4
[ "The woman is wearing a red jacket. Her trousers are black.She is wearing a pair of grey shoes. She has long and black hair. She is walking on the road with a purple backpack.", "The woman is wearing a red jacket and a black pants. She has long and black hair. She is wearing a grey shoes.She is wearing a purple b...
2
duke
DukeMTMC-VideoReID
train
person1743
TVPReid-Duke/videos/person1743.mp4
[ "The man with glasses is wearing a blue jacket, a pair of brown trousers and dark brown leather shoes. He has short and black hair. He is walking with a black backpack and his hands in the pockets.", "The man with short black hair wears a blue jacket, a pair of brown trousers and dark brown leather shoes. He is w...
2
duke
DukeMTMC-VideoReID
train
person1195
TVPReid-Duke/videos/person1195.mp4
[ "The man is wearing a green jacket and he is wearing blue pants. He has short and brown hair. His shoes are brown. He is carrying a bottle in his hand. He is walking on the road with a black backpack on his back and a phone in his one hand. He is calling.", "The man is wearing a green jacket and blue pants. His h...
2
duke
DukeMTMC-VideoReID
train
person2665
TVPReid-Duke/videos/person2665.mp4
[ "The woman is wearing a black coat and lue trousers. She is walking on the road with a purple backpack on her back.", "The woman is wearing a black jacket and she is wearing blue pants. She has long and black hair. She is wearing a gray shoes." ]
2
duke
DukeMTMC-VideoReID
train
person0147
TVPReid-Duke/videos/person0147.mp4
[ "The man is wearing a brown jacket and he is wearing black pants. He has short and black hair. He is wearing a light grey shoes. He is walking and carrying a grey backpack.", "The man is dressed in a brown jacket and black pants. He has short, black hair and is wearing light grey shoes. He is walking with his han...
2
duke
DukeMTMC-VideoReID
train
person2720
TVPReid-Duke/videos/person2720.mp4
[ "The man is wearing a black coat and white jeans. He is walking on the road.", "The man is wearing a black coat. His trousers are blue. He is walking." ]
2
duke
DukeMTMC-VideoReID
train
person0684
TVPReid-Duke/videos/person0684.mp4
[ "The woman with a black hat is wearing a long grey overcoat and she is catching a red backpack and she is wearing a pair of blue jeans. She is wearing grey shoes. She is a pair of white scarf. She is holding a drink in her left hand. She is walking.", "The woman is wearing a grey overcoat, blue trousers and grey ...
2
duke
DukeMTMC-VideoReID
train
person3518
TVPReid-Duke/videos/person3518.mp4
[ "The woman is wearing a pink jacket and a pair of blue jeans. She has long and black hair. She is wearing a black shoes. She is walking. She is carrying a blue and grey backpack. Her hands in her pockets.", "The woman is wearing a pink jacket and she is wearing blue jeans. She has long and black hair. She is wear...
2
duke
DukeMTMC-VideoReID
train
person1382
TVPReid-Duke/videos/person1382.mp4
[ "The woman is wearing a blue coat. Her trousers are black. She is wearing a pair of black shoes. She is carrying a red backpack. She is walking.", "The woman is wearing a blue jacket and she is wearing black pants. She has long and brown hair. She is wearing black shoes." ]
2
duke
DukeMTMC-VideoReID
train
person0163
TVPReid-Duke/videos/person0163.mp4
[ "The man is wearing a black jacket and he is wearing blue jeans. He has short and black hair. He is wearing a grey shoes. He is walking and carrying a red backpack with his hands in his pockets.", "The man is dressed in a black jacket and blue jeans. He has short, black hair and is wearing grey shoes. He is walki...
2
duke
DukeMTMC-VideoReID
train
person1199
TVPReid-Duke/videos/person1199.mp4
[ "The woman is wearing a brown jacket, a pair of black pants and a pair of brown boots. She is carrying a green shoulder bag on her shoulder and a phone in her hand. She wears the brown hat of her jacket. She has long and brown hair. She is walking on the road with her one hand in her pocket and she is calling.", ...
2
duke
DukeMTMC-VideoReID
train
person2101
TVPReid-Duke/videos/person2101.mp4
[ "The man is wearing a black jacket and he is wearing blue pants. He has short and black hair. He is wearing a grey shoes.", "The man is wearing a black jacket, blue trousers and grey shoes. He is wearing glasses. He was walking in the street with a black backpack on his back." ]
2
duke
DukeMTMC-VideoReID
train
person4729
TVPReid-Duke/videos/person4729.mp4
[ "The man is wearing a red jacket and a pair of glasses. His trousers are black. He is walking on the road.", "The man is dressed in a red jacket and wearing glasses, with black trousers on, and he is walking on the road." ]
2
duke
DukeMTMC-VideoReID
train
person3213
TVPReid-Duke/videos/person3213.mp4
[ "The woman is wearing a black jacket and she is wearing black jeans. She has long and brown hair. She is wearing a black boots. She is carrying a black backpack.", "The woman, with long brown hair, is dressed in a black jacket and black jeans, and is wearing black boots. She is also carrying a black backpack." ]
2
duke
DukeMTMC-VideoReID
train
person2900
TVPReid-Duke/videos/person2900.mp4
[ "The man is wearing a blue jacket and a pair of blue pants. He has short and black hair. He is walking. He is carrying a black backpack on his back.", "The man is wearing a blue jacket and he is wearing blue pants. He has short and black hair. He is walking. He is carrying a black backpack on his back." ]
2
duke
DukeMTMC-VideoReID
train
person3029
TVPReid-Duke/videos/person3029.mp4
[ "The woman is wearing a black jacket and she is wearing black pants. She has long and brown hair. She is walking with a white bag and a green handbag.", "The woman is wearing a black jacket and she is wearing black pants. She has long and brown hair. She is wearing a black shoes. She is carrying a white bag and a...
2
duke
DukeMTMC-VideoReID
train
person1287
TVPReid-Duke/videos/person1287.mp4
[ "The man is wearing a black jacket and he is wearing blue pants. He has short and black hair. He is wearing black shoes.", "The man is wearing a black jacket, blue pants and black shoes. He has short and black hair. He is carrying a black backpack on his back." ]
2
duke
DukeMTMC-VideoReID
train
person2107
TVPReid-Duke/videos/person2107.mp4
[ "The woman is dressed in a green jacket and blue pants. She has long, red hair and is currently walking.", "The woman is wearing a green jacket and she is wearing blue pants. She has long and red hair. She is wearing a white shoes." ]
2
duke
DukeMTMC-VideoReID
train
person4218
TVPReid-Duke/videos/person4218.mp4
[ "The woman is wearing a blue and black down jacket and she is wearing grey sweatpants. She has short and black hair. She is wearing a blue shoes. She is carrying a black backpack. She is holding a white umbrella.", "The woman is dressed in a blue and black down jacket and grey sweatpants. Her hair is short and bl...
2
duke
DukeMTMC-VideoReID
train
person4688
TVPReid-Duke/videos/person4688.mp4
[ "The woman is wearing a purple jacket and she is wearing blue jeans. She has long and black hair. She is wearing a grey shoes.", "The woman is clad in a purple jacket and blue jeans, her long black hair adding to her distinctive appearance. Furthermore, she completes her outfit with a pair of grey shoes." ]
2
duke
DukeMTMC-VideoReID
train
person0909
TVPReid-Duke/videos/person0909.mp4
[ "The woman is wearing a black jacket and she is wearing blue jeans. She has long and black hair. She is wearing a pair of brown shoes. She is walking on the road with a grey shoulder bag on her shoulder and a brown bag in her hand.", "The woman is wearing a black jacket and she is wearing blue jeans. She has long...
2
duke
DukeMTMC-VideoReID
train
person4714
TVPReid-Duke/videos/person4714.mp4
[ "The woman is wearing a grey jacket and she is wearing black pants. She has long and black hair. She is wearing a grey shoes.", "Adorned in a grey jacket and black pants, the woman's long, black hair cascades down her back as she walks in grey shoes." ]
2
duke
DukeMTMC-VideoReID
train
person2992
TVPReid-Duke/videos/person2992.mp4
[ "The man is wearing a green jacket and he is wearing black pants. He is wearing a black hat. He is wearing a black shoes. He is carrying a black backpack.", "The man is dressed in a green jacket and black pants, with a black hat and black shoes, and is carrying a black backpack." ]
2
duke
DukeMTMC-VideoReID
train
person4097
TVPReid-Duke/videos/person4097.mp4
[ "The woman is wearing a white coat and she is wearing black trousers. She has long and black hair. She is wearing a black boots. She is carrying a brown shoulder bag and a black book.", "The woman is wearing a white coat, a pair of black trousers and a pair of black boots. She has long and black hair. She is carr...
2
duke
DukeMTMC-VideoReID
train
person4309
TVPReid-Duke/videos/person4309.mp4
[ "The woman is wearing a black jacket and she is wearing blue jeans. She has long and brown hair. She is wearing a pair of grey gloves. She is wearing a black boots. She is carrying a white book.", "The woman, with long brown hair, is wearing a black jacket and blue jeans. She is also wearing a pair of grey gloves...
2
duke
DukeMTMC-VideoReID
train
person3429
TVPReid-Duke/videos/person3429.mp4
[ "The woman is wearing a black jacket and she is wearing black pants. She has long and black hair. She is wearing a white shoes. She is carrying a black backpack on her back and a blue cloth on her arm.", "The woman has long black hair and is wearing a black jacket and black pants. Her feet are adorned with white ...
2
duke
DukeMTMC-VideoReID
train
person1018
TVPReid-Duke/videos/person1018.mp4
[ "The woman is wearing a black and white striped shirt and she is wearing orange pants. She has long and brown hair. She has hair tied. She is walking on the road.", "The woman is wearing a black and white striped shirt and she is wearing orange pants. She has long brown hair and has hair tied. She is walking." ]
2
duke
DukeMTMC-VideoReID
train
person3086
TVPReid-Duke/videos/person3086.mp4
[ "The woman is wearing a dark blue jacket and she is wearing blue pants. She has long and brown hair. She is wearing a white and blue shoes. She is carrying a blue backpack. Her hands are putting in her pocket.", "The woman is dressed in a dark blue jacket and blue pants, and has long brown hair. She is wearing wh...
2
duke
DukeMTMC-VideoReID
train
person2717
TVPReid-Duke/videos/person2717.mp4
[ "The man is wearing a black jacket. His trousers are blue and shoes are brown. She is walking on the road", "The man is wearing a black jacket and he is wearing blue pants. He has short and black hair. He is wearing a brown shoes." ]
2
duke
DukeMTMC-VideoReID
train
person2724
TVPReid-Duke/videos/person2724.mp4
[ "The man is wearing a black coat and white trousers. He is carrying a orange backpack. He is walking on the road.", "The man is wearing a black coat and white trousers, and carrying an orange backpack as he walks along the road." ]
2
duke
DukeMTMC-VideoReID
train
person0450
TVPReid-Duke/videos/person0450.mp4
[ "The woman with long brown hair is wearing a black coat, blue jeans and a pair of claret sandals. She is walking and talking with a lady next to her.", "The woman is wearing a black coat and she is wearing blue jeans. She has long brown hair. She is wearing claret sandals. She is walking. She's talking and laughi...
2
duke
DukeMTMC-VideoReID
train
person2243
TVPReid-Duke/videos/person2243.mp4
[ "The man is wearing a black jacket and a pair of blue pants. He has short and black hair. He is walking.", "The man, sporting a black jacket and blue pants, with short black hair, strides forward." ]
2
duke
DukeMTMC-VideoReID
train
person3695
TVPReid-Duke/videos/person3695.mp4
[ "The man is wearing a red pullover, blue jeans and black shoes. He has short and black hair. He was walking with a grey backpack on his back. He is carrying a grey backpack.", "The man is wearing a red pullover and he is wearing blue jeans. He has short and black hair. He is wearing a grey shoes. He is carrying a...
2
duke
DukeMTMC-VideoReID
train
person4181
TVPReid-Duke/videos/person4181.mp4
[ "The man is wearing a blue and red blouse and he is wearing brown trousers. He has short and brown hair. He is wearing a brown shoes. He is carrying a black backpack.", "The man is wearing a blue and red blouse, brown trousers and brown shoes. He has short and brown hair. He was walking with a black backpack on h...
2
duke
DukeMTMC-VideoReID
train
person2545
TVPReid-Duke/videos/person2545.mp4
[ "The man is wearing a blue coat and black trousers. He is carrying a black backpack. He is walking on the road.", "The man is wearing a blue coat, black trousers and blue shoes. He is wearing glasses. He was walking with a black backpack on his back." ]
2
duke
DukeMTMC-VideoReID
train
person0297
TVPReid-Duke/videos/person0297.mp4
[ "The man is wearing a black jacket and he is wearing blue pants. He has short and black hair and he is wearing a blue hat. He is wearing a white shoes. He is walking and looking at his cell phone and carrying a black and white backpack.", "The man is wearing a black jacket and he is wearing blue pants. He has sho...
2
duke
DukeMTMC-VideoReID
train
person4705
TVPReid-Duke/videos/person4705.mp4
[ "The man is wearing a purple coat, grey trousers and grey shoes. He is wearing glasses. He was walking with a blue backpack on his back.", "Dressed in a purple coat, grey trousers, and grey shoes, the man accessorizes with glasses and carries a blue backpack on his back as he walks." ]
2
duke
DukeMTMC-VideoReID
train
person4660
TVPReid-Duke/videos/person4660.mp4
[ "The man is wearing a black jacket and he is wearing blue jeans. He has short and black hair. He is wearing a white shoes.", "The man's outfit consists of a black jacket, blue jeans, and white shoes, while his short black hair completes his look." ]
2
duke
DukeMTMC-VideoReID
train
person1580
TVPReid-Duke/videos/person1580.mp4
[ "The woman is wearing a black jacket and she is wearing blue pants. She has long and black hair. She is wearing black shoes.", "The woman is wearing a black jacket, black pants and black shoes. She has long and black hair. She is carrying a black bag." ]
2
duke
DukeMTMC-VideoReID
train
person0048
TVPReid-Duke/videos/person0048.mp4
[ "The man is wearing a blue pullover, black trousers and brown shoes. He is walking with a black backpack on his back.", "The man is wearing a blue pullover and he is wearing black trousers. He has short and black hair. He is wearing a brown shoes. He is walking with a black shoulder bag on his back." ]
2
duke
DukeMTMC-VideoReID
train
person1148
TVPReid-Duke/videos/person1148.mp4
[ "The man is wearing a grey coat and he is wearing blue jeans. He has short and brown hair. He wears a red undershirt. He is wearing brown shoes. He wears glasses. He is walking on the road with a brown backpack on his back.", "The man is wearing a grey coat and blue jeans. He has short and brown hair. He wears a ...
2
duke
DukeMTMC-VideoReID
train
person0222
TVPReid-Duke/videos/person0222.mp4
[ "The man is wearing a grey coat and he is wearing black pants. He has short and black hair. He is walking with a black backpack on his back.", "The man is dressed in a grey coat and black pants. He has short, black hair. He is wearing a black shoes. He is walking and carrying a black backpack." ]
2
duke
DukeMTMC-VideoReID
train
person4632
TVPReid-Duke/videos/person4632.mp4
[ "The woman is wearing a green jacket and she is wearing blue jeans. She has long and black hair. She is wearing a brown boots.", "The woman is dressed in a green jacket and blue jeans, with long black hair and brown boots." ]
2
duke
DukeMTMC-VideoReID
train
person0357
TVPReid-Duke/videos/person0357.mp4
[ "The man is wearing a black coat, grey pants, and grey shoes. He has short, brown hair. He is walking and carrying a black and orange backpack, as well as a book.", "The man is wearing a black coat and a grey pants. He has short and brown hair. He is wearing a grey shoes. He is walking with a black and orange bac...
2
duke
DukeMTMC-VideoReID
train
person3903
TVPReid-Duke/videos/person3903.mp4
[ "The woman is wearing a blue coat, black trousers and black shoes. She has long and golden hair. She is walking with her hands in her pockets.", "The woman is walking with her hands in her pockets, wearing a blue coat, black trousers, and black shoes. She has long golden hair flowing down her back." ]
2
duke
DukeMTMC-VideoReID
train
person3473
TVPReid-Duke/videos/person3473.mp4
[ "The man is wearing a black jacket and he is wearing grey trousers. He is wearing a black hood. He is wearing a white shoes. He is carrying a black backpack. He is calling and walking on the road.", "The man is wearing a black jacket and grey trousers, and has a black hood on. He's also wearing white shoes and ca...
2
duke
DukeMTMC-VideoReID
train
person4130
TVPReid-Duke/videos/person4130.mp4
[ "The woman is donning a purple jacket and black trousers. She possesses long, black hair and is sporting black boots. Furthermore, she is carrying a blue backpack, with her hands comfortably tucked into her pockets.", "The woman is wearing a purple jacket and black trousers, with long black hair and black boots. ...
2
duke
DukeMTMC-VideoReID
train
person2518
TVPReid-Duke/videos/person2518.mp4
[ "The woman is wearing a black jacket and she is wearing black pants. She has long and black hair. She is wearing a black shoes.", "The woman is wearing a black coat, a pair of black trousers and a pair of black shoes. She is carrying a black backpack and a black backpack." ]
2
duke
DukeMTMC-VideoReID
train
End of preview. Expand in Data Studio

TVPReid (unofficial Hub mirror)

This repository is a convenience mirror for research. It is not an official release by the TVPReid authors.

The uploader (bassatbassat) does not claim copyright over the videos, captions, or dataset design. All credit belongs to the original authors listed below. If you use this data, cite their papers, follow their licenses, and prefer the official distribution when possible.

If you are an original rights holder and want this mirror taken down or gated further, open a Hub discussion or contact the uploader.


What this dataset is

TVPReid is a text-to-video person retrieval benchmark: given a natural-language description, retrieve the matching pedestrian video.

It was introduced by Zhang et al. at ACM Multimedia 2024. Videos were assembled from three existing person re-identification datasets and each video was annotated with two English captions (appearance, motion, and scene).

Subset Source video dataset Train Val Test Videos Captions
prid PRID-2011 921 71 142 1,134 2,268
ilids iLIDS-VID 488 37 75 600 1,200
duke DukeMTMC-VideoReID 3,920 302 603 4,825 9,650
all 5,329 410 820 6,559 13,118

Average caption length is about 30 words (longest 83), according to the official README. The Hub copy matches the updated TVPReid release (the authors note it differs from some numbers in the original paper).

Official project: NjtechCVLab/TVPReid-Dataset
Official paper: TVPR: Text-to-Video Person Retrieval and a New Benchmark (arXiv:2307.07184)


Required citations

1. TVPReid / TVPR (captions, splits, and this benchmark)

@inproceedings{zhang2024tvpr,
  title     = {TVPR: Text-to-Video Person Retrieval and a New Benchmark},
  author    = {Zhang, Xu and Ni, Fan and Dong, Guan-Nan and Zhu, Aichun
               and Wu, Jianhui and Ni, Mingcheng and Liu, Hui},
  booktitle = {Proceedings of the 32nd ACM International Conference on Multimedia},
  pages     = {10105--10113},
  year      = {2024}
}

2. Source video datasets (you must also cite the subset you use)

PRID-2011 (prid) — Hirzer et al., SCIA 2011:

@inproceedings{hirzer2011prid,
  title     = {Person Re-Identification by Descriptive and Discriminative Classification},
  author    = {Hirzer, Martin and Beleznai, Csaba and Roth, Peter M. and Bischof, Horst},
  booktitle = {Scandinavian Conference on Image Analysis (SCIA)},
  pages     = {91--102},
  year      = {2011}
}

iLIDS-VID (ilids) — Wang et al., ECCV 2014:

@inproceedings{wang2014ilidsvid,
  title     = {Person Re-Identification by Video Ranking},
  author    = {Wang, Taiqing and Gong, Shaogang and Zhu, Xiatian and Wang, Shengjin},
  booktitle = {European Conference on Computer Vision (ECCV)},
  pages     = {688--703},
  year      = {2014}
}

DukeMTMC-VideoReID (duke) — Wu et al., CVPR 2018, built on DukeMTMC (Ristani et al., ECCV 2016):

@inproceedings{wu2018dukevideoreid,
  title     = {Exploit the Unknown Gradually: One-Shot Video-Based Person Re-Identification by Stepwise Learning},
  author    = {Wu, Yu and Lin, Yannis and Dong, Xu and Yan, Yan and Ouyang, Wanli and Yang, Yi},
  booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  pages     = {5177--5186},
  year      = {2018}
}

@inproceedings{ristani2016dukemtmc,
  title     = {{Performance Measures and a Data Set for Multi-Target, Multi-Camera Tracking}},
  author    = {Ristani, Ergys and Solera, Francesco and Zou, Roger and Cucchiara, Rita and Tomasi, Carlo},
  booktitle = {European Conference on Computer Vision Workshop (ECCVW)},
  year      = {2016}
}

Copyright, license, and ethics

  • License on this Hub repo: other. There is no license granted by the uploader. Redistribution here does not replace the original terms.
  • TVPReid’s official GitHub states that users download third-party datasets and must check those projects’ license terms before use.
  • PRID-2011 and iLIDS-VID are typically released for academic research by their original institutions. Confirm terms with the original distributors before any use beyond research.
  • DukeMTMC was withdrawn by Duke University after privacy and consent concerns about campus surveillance footage. duke in this mirror is derived from DukeMTMC-VideoReID. Prefer prid and ilids if you can avoid Duke-derived data. Do not use any split to identify real people.
  • Videos show real pedestrians in surveillance settings. This is sensitive personal data. Do not use it for commercial products, law-enforcement deployment, or deanonymization.
  • This mirror exists so SHAWAF / other research code can load_dataset without Google Drive. It is not an assertion of ownership.

Dataset structure

TVPReid-PRID/   captions/ + videos/personXXXX.mp4
TVPReid-iLIDs/  captions/ + videos/personXXXX.mp4
TVPReid-Duke/   captions/ + videos/personXXXX.mp4
metadata/       Hub split tables (JSONL)

Each metadata row:

Field Meaning
video_id e.g. person0001
video Relative path to the .mp4 in this repo
captions Two natural-language descriptions
source_dataset PRID-2011, iLIDS-VID, or DukeMTMC-VideoReID
subset prid, ilids, or duke
split train, val, or test

Load on the Hub

from datasets import load_dataset

# Smallest subset (good for a pipeline smoke test)
prid = load_dataset("bassatbassat/TVPReid", "prid")

# Full benchmark
all_splits = load_dataset("bassatbassat/TVPReid", "all")

row = prid["test"][0]
print(row["video_id"], row["captions"][0])
# Decode the video file from the Hub snapshot:
# datasets.Video() can be applied after download if you need frames.

After load_dataset(..., download=True) the video column is a relative path inside the snapshot. Point your dataloader at:

from pathlib import Path
from datasets import load_dataset, DownloadMode

ds = load_dataset("bassatbassat/TVPReid", "prid", split="test")
# Hub copies files next to the JSONL in the dataset cache / repo snapshot.

Official captions and train/val/test IDs are also kept under each subset’s captions/ folder (TVPReid-*.json, train.csv, val.csv, test.csv).


Intended use

  • Research on text-to-video person retrieval / text-to-tracklet search
  • Frozen VLM baselines (X-CLIP, LanguageBind, InternVideo2-CLIP, etc.)

Not intended for: identifying individuals, operational surveillance, or commercial biometric systems.


Acknowledgement

Videos and labels come from:

  1. Zhang, Ni, Dong, Zhu, Wu, Ni, and Liu — TVPReid / TVPR (ACM MM 2024)
  2. Hirzer, Beleznai, Roth, and Bischof — PRID-2011 (SCIA 2011)
  3. Wang, Gong, Zhu, and Wang — iLIDS-VID (ECCV 2014)
  4. Wu, Lin, Dong, Yan, Ouyang, and Yang — DukeMTMC-VideoReID (CVPR 2018)
  5. Ristani, Solera, Zou, Cucchiara, and Tomasi — DukeMTMC (ECCV 2016)

This Hub snapshot was prepared for the SHAWAF graduation project as an unofficial research mirror of the files published at NjtechCVLab/TVPReid-Dataset.

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