Datasets:

WithAnyone
/

MultiID-Bench

ID stringlengths 9 40	prompt stringlengths 184 415	task_type stringclasses 3 values	bboxes stringlengths 2 52	subset stringclasses 3 values
41b720d2d880563f61c5aa63b451ca51153d62b6	two men in formal wear, one in a classic black tuxedo and the other in a patterned blazer. Both are wearing sunglasses, smoking, and have a relaxed posture. The artwork features a "Parental Advisory" label, indicating explicit content.	two_person	[[758, 354, 887, 533], [535, 349, 671, 554]]	p2
b8fcd9c0454b7e707ad0712d6ce4691d65e03ed4	two young men seated at a kitchen table. One wears a maroon shirt, while the other dons a white tank top. They appear to be engaged in a serious conversation, with one gesturing as he speaks. The setting is a home kitchen with vintage green cabinetry.	two_person	[[84, 61, 119, 108], [269, 78, 303, 121]]	p2
e79ca588ea5b654ed1be8a3e8849dd3d9fca6e06	A lady in a glamorous, oversized satin trench coat and a man in a formal tuxedo. The lady is holding a trophy, possibly at an awards ceremony, while the man smiles beside her. They both appear to be on a stage with a celebratory atmosphere.	two_person	[[311, 111, 394, 225], [245, 128, 315, 234]]	p2
19426bc3790da0c3fd130613e8b787e447680bf7	a woman with a short dark hairstyle, smiling and wearing a patterned blouse with gold jewelry. Beside her is a man with curly hair, wearing a NASA t-shirt under an open shirt, looking at the woman. They appear to be in a living room setting.	two_person	[[224, 294, 355, 480], [596, 123, 711, 297]]	p2
b0d5efea54efa9ff50b7d545d3f63cf4b3c77512	a man and a woman sitting closely on an outdoor patio. The woman wears a bright green dress, while the man sports a colorful shirt and shorts. A dog sits beside them. They both look relaxed, with the woman leaning on the man. The patio features a fire pit and cozy seating with patterned cushions.	two_person	[[653, 253, 682, 291], [739, 257, 766, 296]]	p2
324d8c7bee72b5f93e011fe428467c586d882fdc	a woman in a black and white cut-out dress waving, standing beside a man in a patterned shirt. The woman is smiling and appears to be speaking, while the man stands with his hands in his pockets. They are in a modern living room with a fireplace and a swing chair.	two_person	[[978, 70, 1064, 189], [646, 128, 749, 260]]	p2
cdc54d942a7ddb5ef26b7c4a61c27fd4068d889e	a woman in a lime green dress and a man in a colorful shirt seated closely on an outdoor couch. Both are barefoot, with the woman leaning on the man. A small dog sits beside them. They are by a fire pit, surrounded by greenery.	two_person	[[819, 68, 863, 128], [689, 56, 735, 120]]	p2
160f0adc93fcea115222925c8b6493ea08df8c6c	a couple posing together. The woman wears a blue, sleeveless, V-neck dress, while the man dons a light blue, semi-buttoned shirt. Both are smiling and standing close, with the man's arm around the woman, indicating a friendly or intimate relationship.	two_person	[[345, 121, 484, 339], [161, 153, 288, 349]]	p2
4412cfd2a10cdcd3e3e89e087b4d4fc98e83b0f2	two individuals in a close, intimate pose. The woman has dark hair and wears a sparkling, colorful top, while the man dons a white hoodie. They are leaning into each other, with the man appearing to whisper or speak softly to the woman. The setting is dimly lit, adding to the intimate atmosphere.	two_person	[[185, 103, 386, 378], [404, 117, 631, 363]]	p2
e16b639e0489b030cbc56bb193be9fdab4afbda2	two people in a vibrant indoor setting. A woman stands on a staircase, wearing a patterned yellow skirt and white shirt. A man is below, by a bookshelf, in a colorful shirt and blue pants. Both are striking poses.	two_person	[[788, 889, 837, 949], [336, 438, 386, 504]]	p2
9d8858a1963a4e7e80ded0c92bc6ba9da1418c01	two women, both dressed in black tops, seemingly engaged in a conversation on a stage. The woman on the left is holding a microphone, laughing with her hand on her cheek, while the other woman looks at her with a gentle smile. They appear to be part of a performance or event.	two_person	[[94, 15, 184, 144], [302, 31, 400, 146]]	p2
4d197fb6e19edbf7bd515f80c7613b01fe8c462f	two men sitting on a bench in a subway station. The younger boy wears a backpack and a serious expression, while the older man, in a shirt and tie, sits with a stern look. Both gaze ahead, lost in thought. The title "LUV" is prominently displayed.	two_person	[[125, 488, 182, 558], [535, 390, 600, 488]]	p2
d98cf95a23ea85afaf48be354f5626725be66e72	a man and a woman seated at a desk. The woman wears a red turtleneck sweater and gold hoop earrings, while the man dons a black turtleneck. They appear to be in a classroom setting, possibly during a lecture or discussion, with notebooks in front of them. The woman smiles gently, and the man looks thoughtful.	two_person	[[2359, 226, 2816, 831], [383, 232, 798, 777]]	p2
4a738329f96bbaeb0ad594435235f3673c900a62	a man and a woman seated on chairs, seemingly in conversation. The man wears a dark jacket and glasses, holding a microphone. The woman, in a bright yellow, sleeveless gown, also holds a microphone, appearing to listen attentively. Both seem engaged in a discussion.	two_person	[[415, 55, 466, 128], [96, 65, 156, 149]]	p2
649397e5559481a93047064ea28ae71b14f6324a	a man in a blue hoodie with an open mouth gesture and a woman in a gray sweater with arms crossed, both standing in a modern dining room. The man appears to be explaining something, while the woman looks skeptical.	two_person	[[270, 57, 334, 142], [550, 71, 609, 152]]	p2
6bbd922b4c6e334d5005b6e9bada630aba8289a2	a man in a white t-shirt and a woman in a blue, semi-transparent top. They appear to be engaged in a conversation, seated closely together. The woman is looking at the man, who is turned towards her, suggesting a moment of dialogue or connection.	two_person	[[623, 73, 744, 247], [256, 63, 370, 224]]	p2
6549668e57a603a2585eb304ac77931eb807f92a	two men, both wearing dark clothing; one in a beanie and t-shirt with a headphone logo, the other in a hoodie. They are standing close together, facing the camera with neutral expressions. Both have short beards and appear to be of similar height and build.	two_person	[[1046, 223, 1408, 720], [654, 116, 941, 475]]	p2
3e76bf8453d3e293d997058bf8106c28215c753d	two young men, one holding a toy gun, the other a real one. The man with the toy gun has a playful, exaggerated expression and is wearing a white tank top with a serious look. The other has a stern expression, wearing a dark shirt. Both have distinctive hairstyles.	two_person	[[167, 267, 302, 439], [73, 321, 200, 484]]	p2
44348ead5d83806dc33b985bb85ee76bc0dd399f	a man and a woman, likely actors, in a staged scene. The man wears a light blue sweater with a pattern, looking surprised. The woman, smiling warmly, dons a beige top and large hoop earrings, her hair styled up. They stand close, with her arm around him.	two_person	[[929, 192, 1340, 746], [1642, 388, 1992, 901]]	p2
48e0911086e644832a4f9bdc3095e11c150579bc	a woman with a multi-colored short hairstyle and a man wearing a yellow headband. The woman is wearing a brown top, and the man is in a yellow shirt. They are closely posed together, with the man smiling and showing his teeth.	two_person	[[1661, 388, 2394, 1367], [983, 274, 1599, 1218]]	p2
f1c2920d2c343e2d3bddd1ff5d538fd4f8d42983	two men in formal black suits, white shirts, and black ties. The man on the left holds a trophy, likely an Oscar, and speaks into a microphone. The other man stands slightly behind, facing the audience. Both appear to be on a stage.	two_person	[[322, 33, 389, 127], [104, 77, 165, 168]]	p2
4c27979f99330f72ce04df4398632988a7d4f14f	two men, one wearing a camouflage jacket with "Kith" logo and the other in a black hoodie with a white graphic design. They are both outdoors, with the man on the right holding a phone to his ear, looking towards the camera. The setting appears to be urban.	two_person	[[476, 65, 657, 353], [154, 95, 275, 268]]	p2
de3b83bdc6e7e4ad58ee41c9edbf7d18763b2b54	two men, likely male, dressed in winter clothing; one wears a black beanie and the other a hoodie. They appear to be leaning against an object, possibly a vehicle, with a bleak, leafless tree in the background. Their expressions and posture suggest they are in a serious or contemplative mood.	two_person	[[303, 539, 563, 903], [944, 513, 1307, 1063]]	p2
fca1ff061fe03707221ab8a189edde3ae55b2bf5	a man in a pinstriped suit pointing towards the camera, standing beside a woman in a patterned dress. They appear to be in a dressing room with holiday decorations. The woman has a short haircut and stands with her hands on her hips, looking at the man.	two_person	[[626, 127, 718, 254], [885, 154, 971, 275]]	p2
709759226bea8e14d7a3bb5ac4c3a43321caacf5	a close-up of two people, posing together. The lady wears a silver outfit with large earrings and dark lipstick, while the man is in a black suit with a bow tie. They appear to be at a formal event, smiling and leaning in close.	two_person	[[108, 356, 179, 460], [172, 350, 254, 461]]	p2
b004174471f4f17ced629aa12c51563b56b6c0cb	two women seated at a desk. The woman on the left wears a white top with delicate lace detailing, while the one on the right dons a blue shirt. They appear engaged in conversation, with the woman in white gesturing expressively. A guitar and lit bulbs are visible in the background.	two_person	[[498, 194, 657, 431], [1230, 214, 1369, 449]]	p2
a9a13d2369283d22d7811cf29db1d9d4e656af00	a woman in a colorful skirt and white shirt standing on stairs, and a man in a patterned shirt and blue pants below. The woman is holding the railing, while the man is standing confidently with his hand in his pocket. Both are stylishly dressed.	two_person	[[583, 658, 620, 704], [250, 327, 286, 374]]	p2
4a2305b4933e7455e545784b6f3e117724bb75c7	a man wearing a plain white t-shirt and dark pants, standing with his hands on his hips, appearing focused or concerned. A woman with curly hair, wearing a red top, stands behind him, looking in the same direction. They are outdoors in a wooded area.	two_person	[[261, 217, 345, 329], [458, 86, 580, 248]]	p2
c13804693f600beea069daaa15de85aa1b36c086	two women standing closely together, smiling at the camera. The woman on the left wears glasses, a beige jacket, and a brown belt. The woman on the right has long hair, a blue blazer, and jeans. Both are posing confidently.	two_person	[[504, 364, 580, 470], [328, 421, 413, 537]]	p2
0a520c113bf026b1d7e27a534c01c88efe10dfbe	two men, likely in an outdoor setting. The man on the left wears a black shirt with a large chain and pendant, a baseball cap, and has visible facial hair and tattoos. The man on the right wears a beige shirt, a yellow cap, and a cross pendant. Both are facing the camera.	two_person	[[443, 154, 565, 297], [113, 85, 227, 219]]	p2
8611e347f180863107dae9b5f2061ddd8b2eb6fb	a man lying on a white couch with his head on a woman's lap. The woman is smiling, wearing a denim jacket over a white top, while the man is in a black shirt. They appear to be in a close, affectionate pose.	two_person	[[1119, 97, 1220, 238], [1092, 383, 1218, 499]]	p2
77be0299eafe433337a33b2c61a41dc9d6b632b1	a man in a blue blazer and black shirt posing beside a woman in a red sleeveless dress. The woman is wearing red lipstick and dangling earrings. Both are smiling and standing close together, likely at a formal event.	two_person	[[521, 68, 639, 259], [248, 92, 389, 299]]	p2
e2fdf7793e58bd87eb5ab5a24e3f2f54bbd43317	a smiling bald man in a black zip-up jacket and a laughing woman wearing a white visor, red shirt, and grey jacket. They appear to be exercising outdoors, with the woman seemingly riding a bike and the man running.	two_person	[[627, 154, 728, 282], [137, 88, 235, 233]]	p2
387b940261fb1a66e4c07377ed5435839546184d	two men, one wearing a black jacket and a hat, while the other sports a leather jacket and a chain necklace. They both have serious expressions and are standing close to a chain-link fence. The man on the right is adjusting his hat.	two_person	[[1206, 164, 1580, 574], [157, 195, 593, 791]]	p2
1edd327c1b616f41b58bce4d775e284b83441939	a family gathered around a dining table, raising glasses in a toast. A woman in a pink sweater and a man in a striped shirt are central, with others in varied casual attire. They are smiling and engaging in the toast, with food and drinks on the table. The setting appears to be a home.	two_person	[[657, 130, 756, 275], [315, 48, 425, 203]]	p2
73dc3e0067e701d3eb042fdf9356438010bd3b57	two men posing together. One wears a beige jacket and brown pants, while the other dons a black jacket, patterned shirt, and jeans. They have their arms around each other, smiling at the camera.	two_person	[[1381, -158, 1803, 417], [920, -179, 1333, 404]]	p2
5dbda732b0916022343234029c6ea0383695e986	two women at formal events. On the left, a woman wears a white off-shoulder gown with a large bow detail. On the right, another woman dons a light blue halter-neck dress with floral embellishments and matching earrings. Both are smiling and posing for the camera.	two_person	[[221, 66, 361, 267], [654, 64, 806, 300]]	p2
ceca045c9657624b48293164d8eb00f64859d01d	a man and a woman standing outside at night. The man wears a plaid shirt over a white t-shirt with jeans. The woman has on a green jacket, a red top, and black pants. Both look startled or surprised.	two_person	[[1723, 147, 1890, 384], [1004, 227, 1156, 431]]	p2
a60babfbadd8cf568f8123a0d27e4c471c85e0c0	a joyful African American couple. The woman holds a basketball, wearing a blue velour tracksuit. The bald man, in a red and blue basketball jersey, embraces her from behind, both smiling warmly. Their playful pose suggests a romantic and sporty connection.	two_person	[[257, 17, 490, 336], [467, 14, 687, 346]]	p2
e8b7229b90ff68b02d9f94b904df33ea29f1528c	a man and a woman in a kitchen setting. The man wears a burgundy shirt with a grey cardigan, while the woman dons a blue scrub top with a striped shirt and a watch. The man is preparing food, and the woman holds a mug, looking to the side.	two_person	[[369, 87, 499, 257], [800, 110, 914, 274]]	p2
47e931c2ce84d4773c7af71e2d379e16105112d6	two men, one wearing a camouflage jacket, sunglasses, and a hat, holding a bottle, and the other in a black suit with a chain necklace, pointing with his finger. Both are performing, possibly singing or rapping.	two_person	[[674, 30, 793, 186], [188, 60, 312, 256]]	p2
37daa75b10e01c91c500b48e94c30896b44c0464	two men conversing. One wears a fedora and overcoat, while the other is in a military uniform with a belt and strap. They appear to be engaged in a serious discussion, standing close to each other. The setting is dimly lit, suggesting an evening or indoor scene.	two_person	[[497, 103, 612, 288], [152, 166, 266, 314]]	p2
e16f2685123f8f99c528f8af0bb6b7722c92cc4e	a man in a black jacket standing on a road with a serious expression. A woman with blonde hair sits on the windshield of a yellow sports car behind him. The setting appears to be a highway with traffic.	two_person	[[1443, 209, 1777, 662], [693, 381, 802, 514]]	p2
145821b442fcf0a489b8010644fa9a95000f637a	two men conversing. The man on the left wears a brown overcoat and a hat, while the one on the right is in a military uniform with a jacket and buttons. Both are facing each other, seemingly engaged in a serious discussion.	two_person	[[583, 121, 718, 339], [178, 196, 312, 368]]	p2
ebf58e9c8cbe636f007c8109dfad746b92b0f326	a smiling woman in a white blouse with clasped hands and red nails, wearing elegant earrings. A man in a suit is blurred in the background, clapping. They appear to be at a formal event.	two_person	[[380, 134, 613, 484], [748, 75, 964, 334]]	p2
04fce217a79eac11b79e98ca9570daa6de2f81e9	a man in a dark suit holding a coffee mug and a woman in a light blue sweater resting her head on her hand. They appear to be in a kitchen, looking concerned or surprised. The man is standing, while the woman is seated at a counter.	two_person	[[233, 48, 304, 156], [381, 140, 454, 242]]	p2
d7ae085e0da59a9ac515e2476a300dca3d917faf	two women posing together. The woman on the left wears a red patterned top with a black blazer, while the one on the right dons a light blue, semi-transparent top with a floral design. Both have their arms around each other, smiling warmly.	two_person	[[392, 30, 490, 166], [221, 66, 342, 243]]	p2
bc4a7936970eaedc466d44614143615f4f24ac2d	two women posing closely together. The older woman has blonde hair and wears a red patterned top, while the younger has dark hair and a blue, semi-transparent blouse. They both smile warmly, with the younger woman affectionately placing her arm around the older one.	two_person	[[392, 30, 490, 166], [222, 67, 342, 243]]	p2
8da3b6ffc02396162583df016a1841e5745f2553	two men hiking by a waterfall. The older man has grey hair, wears a utility vest, and carries a backpack, while the younger man wears a grey shirt. Both are focused and cautious as they navigate the rocky terrain.	two_person	[[291, 64, 327, 105], [247, 16, 277, 54]]	p2
a25d2bf4a148a63591ea9d35dbcda7a0923857ff	two men seated in folding chairs, sharing a light moment. The older man has a grey beard and wears a black t-shirt, while the younger one sports a casual shirt and trousers. Both have relaxed poses, with legs crossed and arms resting, suggesting a casual, friendly interaction.	two_person	[[123, 36, 161, 88], [279, 22, 313, 80]]	p2
499f6fca79663d9ec44455994e74c847e61bc58c	a woman in a zebra-striped blouse holding a piece of paper, looking surprised. A man in a green shirt stands beside her, also appearing shocked. They seem to be reacting to something on the paper in a patterned room.	two_person	[[213, 115, 301, 255], [441, 112, 531, 269]]	p2
5e4e26de70ce445d9caa29f1af8961e5f0898fc5	a woman in a zebra-striped blouse holding a piece of paper, standing beside a man in a green shirt. Both appear surprised; the woman is looking at the paper, while the man is looking at her, mouth agape. They are indoors, with a patterned curtain and a painting visible in the background.	two_person	[[513, 276, 725, 614], [1058, 275, 1271, 645]]	p2
5ce2950b6862c64f8da55ee6cdb7e5b3471cb605	two elderly women lying in bed together. The woman on the left wears a yellow dress and a gold necklace, while the one on the right dons a pink lace dress. They both appear joyful, sharing a lighthearted moment. A vase of flowers and a nightstand with a phone are visible in the background.	two_person	[[232, 80, 285, 150], [358, 75, 413, 158]]	p2
908b3a085fe0985f27e4662e9d53228ebd3b7c64	two women lying in bed together. The woman on the left is an elderly Caucasian female wearing an orange top and a gold necklace. The woman on the right is a middle-aged African American female in a pink lace dress, smiling and leaning towards the other.	two_person	[[981, 183, 1239, 535], [491, 259, 777, 614]]	p2
54fc6102cb6dc205cbf6b7d454c724f8ff408f24	two women at an event. One wears a white, sleeveless, beaded gown, while the other dons a red blazer, denim cap, and jeans. They are closely positioned, with the woman in red leaning towards the other, who looks directly at the camera.	two_person	[[176, 83, 268, 195], [83, 99, 166, 222]]	p2
b757df90198212d140a2434d4b555bca0a6f6ad9	a woman and a man posing together outdoors. The woman wears a patterned top with a cross necklace, while the man dons a tweed jacket, patterned sweater, and tie. They both smile warmly at the camera, with the man's arm around the woman, suggesting a friendly or familial relationship.	two_person	[[151, 322, 297, 523], [385, 77, 556, 318]]	p2
72ce1dafa6ad6733cc4ff5dfccc01a4fc9d85716	a middle-aged couple outdoors, wearing matching blue tracksuits with tan trim. The man has a serious expression, while the woman appears concerned. They stand close together, facing the camera, with a house and trees in the background.	two_person	[[254, 61, 334, 176], [493, 160, 573, 269]]	p2
98757022914f763066590a578dd3db0ae29fbee5	two characters with distinctive features. The woman on the left has long, pointed fingernails and wears a form-fitting black outfit. The man on the right has spiky white hair and wears a dark suit with a high collar, standing against a red and gold backdrop.	two_person	[[212, 63, 316, 191], [696, 88, 802, 224]]	p2
c569c37330b13b0eec4ccab92a98d9ba0b68b806	two men walking between tall cargo containers. The man in front wears a brown blazer over a light blue shirt, while the one behind is in a dark shirt. Both have serious expressions, suggesting a tense situation or investigation.	two_person	[[406, 92, 452, 164], [160, 50, 243, 158]]	p2
bce9c86be54c3441a8af925efc17cdcd349bff7e	two women walking on a red carpet. The woman on the left wears a strapless black sequined gown, while the one on the right dons a patterned dress with black and silver tones and a bow at the waist. Both have elegant postures, with the right woman waving.	two_person	[[586, 98, 696, 253], [179, 107, 280, 256]]	p2
755da3a8e216695a430668ecfc26f6f260f4b0dc	two women at an event. The woman on the left wears a strapless white dress with a cutout design and bracelets, while the one on the right dons a draped white outfit with a statement necklace. Both are smiling and holding a microphone, likely for a presentation or interview.	two_person	[]	p2
e643a07e1bd5b66e24da5a1cc2bb3a470d2bd85b	a man in a dark suit and a woman with a short black haircut. She wears a sleeveless white dress. They are closely posing together, with the woman holding the man's hand and smiling. The man has a serious expression. A watermark is visible.	two_person	[]	p2
1217e294e93ac6a0a8db548fd3e19654d7d4c691	a film poster with two women, likely Geraldine Chaplin and Brigitte Fossey, closely positioned. They appear to be engaged in a serious conversation. Both have short hair; one has dark hair, the other lighter. The background features a rural scene with a person on a bike with a sidecar.	two_person	[]	p2
449aae22d612eb5c4976eee3ccb6b33b6539d64c	a movie poster for "Crossbreed." It features two actors, Vivica A. Fox and Daniel Baldwin, with Fox wearing a dark jacket and Baldwin in a lighter-colored top. Both have serious expressions, with Fox's hair styled up and Baldwin's short and neat. The background is a space scene with a futuristic spaceship.	two_person	[]	p2
f7f629755be93376d8fa55ba63d4733808f3b705	a movie poster for "The Secret Lives of Dentists." A woman with short hair wears a baseball cap, while a man stands closely behind her. Both have serious expressions. The poster highlights the film's intelligent writing and beautiful acting.	two_person	[]	p2
3a38befec4a10f53f4cce5e4c9cfe6eafe2c233e	two men engaged in a physical altercation. One man, wearing a blue shirt and suspenders, appears to be in a defensive pose. The other, dressed in a plaid shirt and cap, is aggressively grabbing the first man's tie. The setting is a park with trees in the background.	two_person	[[321, 95, 422, 248], [144, 179, 270, 348]]	p2
0d382d7ea1eace9395ebd4eab353b233168801e4	a woman in a green jacket and scarf, smiling warmly, standing beside a man in a red jacket and striped scarf. They are positioned in front of a snowy, festive backdrop with a decorated Christmas tree and a chalet, suggesting a holiday theme. Both are facing the camera.	two_person	[[730, 497, 885, 727], [408, 552, 560, 766]]	p2
5dbd9dd9a949fd3f9f05217c123d88f30e7ec6eb	two men, one in a dirty suit with a tie, and the other in a tactical vest and t-shirt, both holding guns. They are in a crouched position, appearing alert and cautious, against a stone wall backdrop. The man in the suit has grey hair and a watch.	two_person	[[1271, 261, 1455, 529], [911, 323, 1090, 579]]	p2
f69f54dfc9c639e7d36cd21cec8be307fb967695	two men in suits mid-action, leaping over a ladder with a massive explosion in the background. They are dressed formally, one with a bald head and the other with grey hair, both with serious expressions. The scene is intense, suggesting a dramatic or dangerous situation.	two_person	[[2674, 1158, 2873, 1392], [3085, 1039, 3341, 1232]]	p2
2f315da375ab380a3c2f52df0bf3789c9fae4dee	a man in a navy hoodie and a woman in a beige jacket sitting closely on a couch. The woman holds a mug and has a child sleeping on her lap, covered by a plaid blanket. They both look relaxed and content, possibly enjoying a cozy evening.	two_person	[[224, 63, 318, 190], [582, 78, 652, 178]]	p2
a86f7d8711bc1baee3e124f462eec04fd62611f3	two men, both wearing dark clothing. The man in front is holding a gun, with a serious expression. The man behind him has a mustache and is looking to the side. They appear to be in a tense situation, possibly from a movie poster.	two_person	[[431, 327, 788, 838], [161, 282, 438, 702]]	p2
89ea25fd9fc014ab3fb5fb80c981c3041b4120c6	two men in naval uniforms. The man on the left wears a white cap and jacket with a tie, looking ahead with a focused expression. The one on the right has a darker uniform and cap, looking upwards with a serious demeanor. Both are aboard a ship, with a metallic structure in the background.	two_person	[[882, 291, 1059, 510], [431, 321, 597, 545]]	p2
f26e65be3f989ce8bb2ea6b8ffbd0541865b3a2a	a woman in a white dress with a sleek, straight hairstyle, and a man in a dark suit with a tan shirt. They are posing closely on a red carpet, with the woman smiling and the man looking at the camera. The woman wears a bracelet and sandals.	two_person	[[145, 43, 186, 104], [106, 74, 146, 136]]	p2
957a14cf6b1b5b486dec54a23ca6e97d631b784b	a movie poster for "Ginger Snaps." Two women with pale skin and dark clothing pose closely together, one with long dark hair and the other with reddish-brown hair. They appear to be in a shadowy, eerie setting. The text warns, "they don't call it the curse for nothing."	two_person	[]	p2
8005d914b61bb98255825018bfa7695198c72f1d	two men, one in a black jacket holding a gun, the other in a beige jacket, both in action poses against a blurred background. The man in black aims his weapon, while the other appears to be running or dodging, suggesting a high-energy scene.	two_person	[[139, 58, 193, 139], [242, 106, 306, 200]]	p2
398d8bd191864730efbee7b7c81f162d9c6dd0fb	a man and a woman in a tense situation. The man, wearing a green shirt, grips the woman's arm; she's in a white shirt with curly hair, looking concerned. Both appear focused and possibly frightened, suggesting a dramatic or dangerous scenario.	two_person	[[-55, 65, 293, 575], [804, 111, 1162, 561]]	p2
850dc6338276b26c60756a8d9b4a8c8dda3561d6	a man and a woman posing closely together. The man wears a white shirt and tie, with his arm resting on his fist. The woman dons a cardigan and pearls, her hand on his arm. They both have a serious expression, facing the camera directly.	two_person	[[672, 448, 944, 799], [223, 252, 507, 609]]	p2
b024f3099b16ba628d6fe495f3e93e5d806c67f7	a black-and-white portrait of a man and a woman. The man wears a white shirt and tie, with his arm resting on the woman's shoulder. The woman has short, wavy hair and wears a pearl necklace with a cardigan. Both are smiling gently at the camera.	two_person	[[544, 373, 746, 648], [203, 239, 423, 507]]	p2
15accc9140bea85d9956eda1a17cbb36ee4f5c4f	a close-up of a man and a woman. The man has a goatee and wears a black shirt, while the woman has short hair and a serious expression. They are positioned closely together, with the man slightly behind the woman, against a red-lit background.	two_person	[[195, 487, 649, 1013], [667, 14, 1285, 774]]	p2
21d9c20aeb0e48761be941fc0d888cf5517ce96f	a man and a woman posing closely together. The man wears a white shirt and tie, while the woman dons a pearl necklace and a cardigan. Both are smiling gently; the woman rests her arm on the man's, and he clasps his hands. They appear to be middle-aged.	two_person	[[670, 460, 918, 798], [250, 295, 520, 624]]	p2
aa456e7bddc73706a6b4e2d9b457bbb496e6dc0a	two people close together, with a man wearing a black shirt and a stubble beard, and a woman with short brown hair, looking directly at the camera. They are positioned against a red-lit background, creating a dramatic atmosphere. The man appears to be slightly behind the woman.	two_person	[[101, 253, 338, 528], [348, 5, 669, 401]]	p2
4d0b11b045fea39b9bfd614487bc2e2b6c5f2d6c	a man and a woman in a forest at night. The man, shirtless and muscular, appears alert with a protective stance. The woman, in a tattered dress, looks distressed. Both are dirty, suggesting they've been through an ordeal. The scene is tense and dramatic.	two_person	[[319, 134, 406, 236], [539, 99, 640, 249]]	p2
8d6068f466fb52ffac44dce06f371cb91de15992	a man and a woman posing together. The woman wears a black blazer over a white top and white pants, with a long necklace. The man is in a gray suit with a tie. They both smile at the camera, standing closely, likely at a formal event.	two_person	[[1342, 114, 1849, 869], [772, 531, 1214, 1147]]	p2
e7a00c67cbb2f69c388eb0e6cf6870f8dfea8a76	two men seated indoors. The man on the left wears a dark checkered shirt and holds a notepad, while the one on the right dons a green vest over a striped shirt. Both appear engaged in a conversation.	two_person	[[286, 57, 341, 131], [127, 40, 177, 106]]	p2
e176b75ac8f71ea84cd6e7857577c39db36b4721	two men, one wearing a jacket and tie, the other with a wrinkled brow and a phone to his ear. The older man appears to be in a tense conversation, while the younger man looks on with a serious expression. Both have intense, focused gazes.	two_person	[[850, -8, 1137, 424], [80, -120, 619, 571]]	p2
0d7d5095fbc5aa4c9190c0833d53af501b0ed957	a woman and a man in period costumes. The woman wears a bonnet and cape, while the man dons a long coat and cravat. They stand close together, the woman slightly behind and looking up at the man. The setting appears to be a formal interior.	two_person	[[192, 74, 259, 168], [96, 123, 145, 193]]	p2
a4254bdb5ba17b31b7e011c7881562c1bec64027	a man and a woman. The man wears a brown leather jacket and red shirt, standing behind the woman. The woman has short dark hair and wears a black top. They appear to be at a party, with a blurred background suggesting a social setting. Both are smiling slightly.	two_person	[[702, 82, 958, 482], [1052, 595, 1302, 928]]	p2
6f4680bcb160ffd828313edf6c345b8b5fbb985a	two women sitting on a couch. The woman on the left wears a gray blazer and round glasses, with a serious expression. The woman on the right is dressed in a black suit with a white blouse, her hands clasped together, looking thoughtful.	two_person	[[414, 42, 476, 123], [131, 122, 183, 192]]	p2
aef5a2af733eea0b3b766cc5bca662953b5ff0f5	a woman in a bonnet and dark cape, standing closely to a man in a long coat and vest. The woman appears to be looking up at the man with a concerned expression, while he looks sternly ahead. Both are dressed in period clothing, suggesting a historical setting.	two_person	[[137, 54, 186, 120], [68, 88, 103, 138]]	p2
8ef4508cdf63a001d2ca0e3c9abda6c0d4a58256	two women conversing at a table. One wears a dark blazer and a white blouse, while the other dons a black blazer and glasses. They appear to be engaged in a serious discussion, with one woman attentively looking at the other. A plant is visible in the background.	two_person	[[102, 64, 175, 162], [474, 47, 558, 186]]	p2
67e37675c239c6b3ebd1d2dff0c370c9c4799d7e	two women, one in a blue patterned dress and the other in a red top, standing closely together. They appear to be holding hands, looking concerned or surprised, with their mouths slightly open. Both have long, wavy hair.	two_person	[[286, 219, 609, 676], [1204, 279, 1535, 733]]	p2
346771fa3dcf800413941130d2310e03d0204250	a woman wearing a white blouse, her hair pulled back, and a man in a beige suit adjusting her necklace. The woman appears concerned, while the man is focused on his task, standing closely behind her. The setting looks like a staged scene.	two_person	[[622, 50, 815, 319], [319, 132, 552, 437]]	p2
09e924d7d9b63007689e7afa5054fbe5f85e7038	a man and a woman relaxing in lawn chairs. The man holds binoculars, wears a red shirt, shorts, and patterned socks. The woman dons a colorful blouse and sunglasses, with legs crossed. Both are seated with serious expressions.	two_person	[[907, 95, 1000, 222], [171, 84, 265, 216]]	p2
f5e20cbd277e0465666466d3d719e0d1af6fab62	two middle-aged individuals, a man and a woman, wearing matching blue tracksuits with light brown trim. They stand close together, expressions serious, in front of a white house. The woman has short curly hair, while the man's hair is dark and wavy. They appear to be outdoors.	two_person	[[325, 86, 377, 159], [167, 22, 219, 98]]	p2
f771f3b16023001a7b91cafec48912e79d157c35	two women posing together. The woman on the left wears a dark dress with large earrings, while the woman on the right dons a red outfit with a frilly, textured collar. They both smile warmly at the camera, with the younger woman slightly behind and her arm around the older one.	two_person	[[241, 57, 376, 254], [505, 108, 666, 344]]	p2
3ec3976f61c50313ce2f4efb5a0253ac4b6d0ddd	an elderly couple seated closely together. The man wears a blue and white checkered shirt and has a thoughtful expression, finger to his lips. The woman, wearing a striped blouse, leans on his shoulder, looking relaxed. Both appear to be in a living room setting.	two_person	[[397, 74, 663, 413], [712, 297, 968, 621]]	p2
7167ba5bb3ff8c050fd430a0ab0773b01a4878aa	two women in a room with a bookshelf. The younger woman wears a pink long-sleeve top and has her hands on her hips, looking concerned. The older woman, with white hair, wears a red blouse with a black blazer and large red earrings, appearing to be speaking animatedly.	two_person	[[770, 135, 968, 405], [238, 81, 377, 294]]	p2
fed0ca5afb8cf6bc91d6346b924018fe86389a4d	two men in festive attire. The man on the left wears a Santa hat and holds a string of Christmas lights. The man on the right dons an elf hat and holds an orange cat. They stand in front of a snowy suburban house, exuding holiday cheer.	two_person	[[201, 971, 425, 1265], [667, 988, 875, 1239]]	p2
fa7671582224632f76da1c3f0fc94eaee16ee66d	a woman in a baseball cap and a man closely behind her. The woman has blonde hair and appears to be wearing a plaid shirt. The man has short dark hair and is wearing a light-colored shirt. They are both facing the camera, with the man slightly leaning in towards the woman.	two_person	[[354, 38, 555, 312], [104, 87, 322, 351]]	p2
540a8b1ce84c23e1fcc541e82cb370edd6867033	two women seated on a couch. The woman on the left wears a red blouse with black floral patterns, while the one on the right dons a black top and white pants. Both appear to be laughing; the woman on the right has a more relaxed pose with her arm on the back of the couch.	two_person	[[120, 60, 187, 153], [533, 18, 589, 104]]	p2

End of preview. Expand in Data Studio

MultiID-Bench in WithAnyone

The MultiID-Bench dataset is a benchmark introduced in the paper WithAnyone: Towards Controllable and ID Consistent Image Generation. It is specifically tailored for multi-person scenarios in text-to-image research, providing diverse references for each identity. This dataset aims to quantify "copy-paste" artifacts and evaluate the trade-off between identity fidelity and variation, enabling models like WithAnyone to achieve controllable and identity-consistent image generation.

Sample Usage

This section provides instructions for downloading the MultiID-Bench dataset and preparing it for evaluation.

Download the Dataset

You can download the MultiID-Bench dataset using the Hugging Face CLI:

huggingface-cli download WithAnyone/MultiID-Bench --repo-type dataset --local-dir <path to MultiID-Bench directory>

Prepare Data for Evaluation

After downloading, if your dataset is in a parquet file format, you can convert it into a structured directory of images and JSON metadata using the parquet2bench.py script provided in the GitHub repository.

First, ensure you have cloned the GitHub repository:

git clone https://github.com/Doby-Xu/WithAnyone
cd WithAnyone

Then, convert the downloaded parquet file:

python MultiID_Bench/parquet2bench.py --parquet <path to downloaded parquet file> --output_dir <root directory to save the processed data>

The output directory will contain a structure like this, with subfolders for each ID and meta.json files containing prompts:

root/
├── id1/
│   ├── out.jpg
│   ├── ori.jpg
│   ├── ref_1.jpg
│   ├── ref_2.jpg
│   ├── ref_3.jpg
│   ├── ref_4.jpg
│   └── meta.json
│
├── id2/
│   ├── out.jpg
│   ├── ori.jpg
│   ├── ref_1.jpg
│   ├── ref_2.jpg
│   ├── ref_3.jpg
│   ├── ref_4.jpg
│   └── meta.json
│
└── ...

The meta.json file should contain the prompt used to generate the image, in the following format:

{
    "prompt": "a photo of a person with blue hair and glasses"
}

Environment Setup for Evaluation

To run the evaluation scripts, you need to install several packages. Besides the requirements.txt from the GitHub repo, install the following:

pip install aesthetic-predictor-v2-5 
pip install facexlib
pip install colorama
pip install pytorch_lightning
git clone https://github.com/timesler/facenet-pytorch.git facenet_pytorch

# in MultiID_Bench/
mkdir pretrained

You will also need the following models to run the evaluation: CLIP, arcface, aesthetic-v2.5, adaface, and facenet. The first three will be automatically downloaded. For adaface, download adaface_ir50_ms1mv2.ckpt from this link and place it in the pretrained directory.

Run Evaluation

You can run the evaluation script as follows, using the prepared data:

from eval import BenchEval_Geo

def run():
    evaler = BenchEval_Geo(
        target_dir="<root directory mentioned above>",
        output_dir="<output directory to save the evaluation results>",
        ori_file_name="ori.jpg", # the name of the ground truth image file
        output_file_name="out.jpg", # the name of the generated image file
        ref_1_file_name="ref_1.jpg", # the name of the first reference image file
        ref_2_file_name="ref_2.jpg", # the name of the second reference image file
        # ref_2_file_name=None, # if you only have one reference image, set ref_2_file_name to None
        # ref_3_file_name="ref_3.jpg", # the name of the third reference
        # ref_4_file_name="ref_4.jpg", # the name of the fourth reference,
        caption_keyword="prompt", # the keyword to extract the prompt from meta.json
        names_keyword=None
    )
    evaler()
if __name__ == "__main__":
    run()

License and Disclaimer

The code of WithAnyone is released under the Apache License 2.0, while the WithAnyone model and associated datasets are made available solely for non-commercial academic research purposes.

License Terms:
The WithAnyone model is distributed under the FLUX.1 [dev] Non-Commercial License v1.1.1. All underlying base models remain governed by their respective original licenses and terms, which shall continue to apply in full. Users must comply with all such applicable licenses when using this project.
Permitted Use:
This project may be used for lawful academic research, analysis, and non-commercial experimentation only. Any form of commercial use, redistribution for profit, or application that violates applicable laws, regulations, or ethical standards is strictly prohibited.
User Obligations:
Users are solely responsible for ensuring that their use of the model and dataset complies with all relevant laws, regulations, institutional review policies, and third-party license terms.
Disclaimer of Liability:
The authors, developers, and contributors make no warranties, express or implied, regarding the accuracy, reliability, or fitness of this project for any particular purpose. They shall not be held liable for any damages, losses, or legal claims arising from the use or misuse of this project, including but not limited to violations of law or ethical standards by end users.
Acceptance of Terms:
By downloading, accessing, or using this project, you acknowledge and agree to be bound by the applicable license terms and legal requirements, and you assume full responsibility for all consequences resulting from your use.

Acknowledgement

We thank the following prior art for their excellent open source work:

Citation

If you find this project useful in your research, please consider citing:

@article{xu2025withanyone,
  title={WithAnyone: Towards Controllable and ID-Consistent Image Generation}, 
  author={Hengyuan Xu and Wei Cheng and Peng Xing and Yixiao Fang and Shuhan Wu and Rui Wang and Xianfang Zeng and Gang Yu and Xinjun Ma and Yu-Gang Jiang},
  journal={arXiv preprint arxiv:2510.14975},
  year={2025}
}