[
  {
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  },
  {
    "path": "README.md",
    "content": "## Polyvore Dataset\nDataset used in ACM MM'17 paper \"Learning Fashion Compatibility with Bidirectional LSTMs\" [[paper]](https://arxiv.org/pdf/1707.05691.pdf) [[code]](https://github.com/xthan/polyvore)\n\nThis dataset is also available on [Google Drive](https://drive.google.com/drive/folders/0B4Eo9mft9jwoVDNEWlhEbUNUSE0?resourcekey=0-vQg9TMSLKnmPCuuWwl5Ebw&usp=sharing).\nOriginal Images can be downloaded on [Kaggle]( https://www.kaggle.com/datasets/dnepozitek/maryland-polyvore-images/data).\n\n**A clean version of this dataset can be found:** [**Cleaned Maryland**](https://github.com/AemikaChow/AiDLab-fAshIon-Data/blob/main/Datasets/cleaned-maryland.md)\n\nYou may be interested in a new dataset [A100 dataset](https://github.com/AemikaChow/AiDLab-fAshIon-Data/blob/main/Datasets/A100.md), which measures the aesthetic ability of an AI model.\n\n### Contact\nAuthor: Xintong Han\n\nContact: xintong@umd.edu\n\n### Polyvore.com\n\nPolyvore.com is a popular fashion website, where users can create and upload outfit data. This website has been acquired by SSense, and the URLs in the dataset are no longer available.\n\n### Dataset\n\nDownload and decompress polyvore.tar.gz.\n\n#### Polyvore outfits\n\nThis dataset contains 21,889 outfits from polyvore.com, of which 17,316 are for training, 1,497 for validation, and 3,076 for testing. The train, validation, and test outfits are in {train,valid,test}_no_dup.json, respectively.\n\nEach JSON item has the following information:\n\n    {\n        \"name\": Name of the outfit, \n        \"views\": Number of views of the outfit,\n        \"items\": [\n            Fashion items in the outfit.\n            {\n                \"index\": Index of the fashion item in this outfit on Polyvore,\n                \"name\": Description of the fashion item,\n                \"price\": Price of the fashion item (usually in US dollars),\n                \"likes\": Number of likes of the item,\n                \"image\": Image url of the item,\n                \"categoryid\": Category ID of the item,\n            }, \n            {\n                ...\n            }, \n            ...\n        ], \n        \"image\": Outfit image url,\n        \"likes\": Number of likes of the outfit,\n        \"date\": Upload date of the outfit,\n        \"set_url\": Outfit url,\n        \"set_id\": Outfit ID,\n        \"desc\": Outfit description.\n    }\n    \n\nThe image URLs are no longer available and they can be accessed on an unofficial [Kaggle page]( https://www.kaggle.com/datasets/dnepozitek/maryland-polyvore-images/data). This file contains the images of 33,375 outfits, which include all 21,889 outfits in polyvore dataset. The other ~11k outfits were uploaded more than 3 years ago. We are afraid that they are out-of-fashion so we do not use them).\n\n[category_id.txt](https://github.com/xthan/polyvore-dataset/blob/master/category_id.txt) contains the mapping between category ID and category name. Thanks [Zhenyu](https://github.com/zyyang) for providing it!\n\n#### Fill-in-the-blank Fashion Recommendation\n\nfill_in_the_blank_test.json contains the questions used to evaluate the fill-in-the-blank fashion recommendation task. It follows the following format:\n\n    {\n        \"question\": Fashion item sequence to form the question,\n        \"answers\": Multiple choice set to choose from,\n        \"blank_position\": The blank position to be filled in.\n    },\n    \nThe name of a fashion item is SetID_ItemIndex, _e.g._, 119704139_1 is the fashion item with \"index\" 1 in the outfit with \"set_id\" 119704139. The first answer in \"answers\" is the correct one (_i.e.,_ the original fashion item in the outfit). \n\n\n#### Fashion Compatibility Prediction\n\nfashion-compatibility-prediction.txt contains ~7,000 outfits, where 4,000 are incompatible and 3,000 are compatible.\n\nIn each line, the first number indicates compatibility (1 is compatible, 0 is not) followed by a sequence of fashion items consisting of the outfit.\n\n### Some Notes\n0. These outfits are crawled around 02/19/2017, so you can estimate the exact upload date of an outfit by looking at the \"date\" field.\n\n0. For outfits that contain too many fashion items, we only keep their first 8 items.\n\n0. We delete the fashion items with non-fashion \"categoryid\" such as background, texts, and decorations. As a result, the indices of items in an outfit may not be consecutive.\n\n\n### Citation\n\nIf this dataset helps your research, please cite our paper:\n\n    @inproceedings{han2017learning,\n      author = {Han, Xintong and Wu, Zuxuan and Jiang, Yu-Gang and Davis, Larry S},\n      title = {Learning Fashion Compatibility with Bidirectional LSTMs},\n      booktitle = {ACM Multimedia},\n      year  = {2017},\n    }\n\n### Other Datasets from Polyvore.com\n\nThere are several datasets crawled from Polyvore.com:\n\n0. The Elements of Fashion Style. [[paper]](http://ranjithakumar.net/resources/vaccaro-uist2016-fashion.pdf) [[dataset]](https://github.com/kristenvaccaro/fashion-data)\n\n0. Mining Fashion Outfit Composition Using An End-to-End Deep Learning Approach on Set Data. [[paper]](https://arxiv.org/pdf/1608.03016.pdf) [[dataset]](https://github.com/raingo/outfit)\n\n0. NeuroStylist: Neural Compatibility Modeling for Clothing Matching. [[paper]](https://drive.google.com/file/d/0B9ef99fUwsVZbjIxNUlKTFZMWUU/view) [[dataset]](http://neurostylist.farbox.com/)\n\n0. Learning Type-Aware Embeddings for Fashion Compatibility. [[paper]](https://arxiv.org/pdf/1803.09196.pdf)[[dataset]](https://github.com/mvasil/fashion-compatibility)[[cleaned dataset]](https://github.com/AemikaChow/AiDLab-fAshIon-Data/blob/main/Datasets/cleaned-type.md)\n\n0. How Good Is Aesthetic Ability of a Fashion Model? [[paper]](https://openaccess.thecvf.com/content/CVPR2022/papers/Zou_How_Good_Is_Aesthetic_Ability_of_a_Fashion_Model_CVPR_2022_paper.pdf)[[dataset]](https://github.com/AemikaChow/AiDLab-fAshIon-Data/blob/main/Datasets/A100.md)\n"
  },
  {
    "path": "category_id.txt",
    "content": "2 Clothing\n3 Dresses\n4 Day Dresses\n5 Cocktail Dresses\n6 Gowns\n7 Skirts\n8 Mini Skirts\n9 Knee Length Skirts\n10 Long Skirts\n11 Tops\n15 Tunics\n17 Blouses\n18 Cardigans\n19 Sweaters\n21 T-Shirts\n23 Outerwear\n24 Coats\n25 Jackets\n26 Vests\n27 Jeans\n28 Pants\n29 Shorts\n30 Suits\n31 Swimwear\n33 Activewear\n35 Bags\n36 Tote Bags\n37 Shoulder Bags\n38 Clutches\n39 Luggage\n40 Wallets\n41 Shoes\n42 Boots\n43 Pumps\n46 Sandals\n47 Flats\n48 Flip Flops\n49 Sneakers\n50 Slippers\n51 Accessories\n52 Belts\n53 Gloves\n55 Hats\n56 Ties\n57 Sunglasses\n58 Hair Accessories\n59 Umbrellas\n60 Jewelry\n61 Watches\n62 Necklaces\n64 Earrings\n65 Rings\n343 Men's Tank Tops\n67 Brooches\n68 Hosiery\n69 Socks\n71 Men's Fashion\n74 Beauty Products\n75 Costumes\n76 Electronics\n77 Font\n78 Food & Drink\n85 Sleepwear\n93 Makeup\n94 Skincare\n95 Fragrance\n96 Bath & Body\n97 Haircare\n98 Nail Care\n99 Beauty Accessories\n101 Maternity\n102 Baby\n104 Tank Tops\n105 Scarves\n106 Bracelets & Bangles\n107 Charms & Pendants\n108 Intimates\n110 Sports & Outdoors\n113 Furniture\n115 Sofas\n116 Accent Chairs\n118 Accent Tables\n120 Ottomans\n122 Tables\n123 Chairs\n124 Barstools\n126 Beds\n127 Dressers\n129 Storage & Shelves\n130 Bookcases\n132 Entertainment Units\n135 Lighting\n136 Rugs\n139 Vases\n140 Candles & Candleholders\n141 Frames\n143 Mirrors\n144 Throw Pillows\n4241 Fabric\n4242 Flooring\n147 Office Chairs\n4244 Holiday Decorations\n150 Hammocks & Swings\n4247 Decorative Hardware\n4248 Home Fragrance\n153 Outdoor Loungers & Day Beds\n154 Patio Umbrellas\n155 Outdoor Benches\n157 Garden Fountains\n4254 Small Storage\n159 Bedding\n160 Sheets & Pillowcases\n4257 Wallpaper\n162 Blankets\n163 Duvet Covers\n164 Bed Pillows\n166 Bath\n167 Bath Towels\n168 Shower Curtains\n169 Bath Rugs & Mats\n170 Bath Accessories\n4267 Outdoor Decor\n172 Bakeware\n173 Cutlery\n174 Small Appliances\n175 Cookware\n176 Kitchen Gadgets & Tools\n177 Drinkware\n178 Flatware\n179 Serveware\n180 Table Linens\n181 Panel Screens\n182 Home Decor\n184 Face Makeup\n185 Cheek Makeup\n186 Eye Makeup\n187 Lip Makeup\n188 Concealer\n189 Foundation\n190 Face Powder\n191 Tinted Moisturizer\n192 Makeup Remover\n193 Makeup Primer\n194 Blush\n195 Cheek Bronzer\n4292 Beach Towels\n197 Mascara\n198 False Eyelashes\n199 Eyeliner\n200 Lipstick\n201 Lip Gloss\n202 Lip Pencils\n203 Lip Stain\n204 Face Care\n205 Face Cleansers\n206 Face Toners\n207 Face Moisturizers\n208 Face Masks\n209 Eye Care\n211 Lip Treatments\n213 Body Cleansers\n214 Body Moisturizers\n216 Hair Removal\n217 Sun Care\n218 Hair Shampoo\n219 Hair Conditioner\n220 Styling Products\n221 Hair Color\n222 Nail Polish\n223 Nail Treatments\n224 Eyelash Curlers\n225 Tweezers & Brow Tools\n226 Sharpeners\n227 Hair Styling Tools\n228 Blow Dryers & Irons\n229 Brushes & Combs\n231 Bags & Cases\n236 Blazers\n237 Skinny Jeans\n238 Bootcut Jeans\n239 Wide Leg Jeans\n240 Boyfriend Jeans\n241 Leggings\n243 Jumpsuits\n244 Rompers\n245 Bras\n246 Panties & Thongs\n247 Camisoles\n248 Chemises\n249 Pajamas\n250 Robes\n251 Tights\n252 Activewear Tops\n253 Activewear Pants\n254 Activewear Skirts\n255 Activewear Shorts\n256 Activewear Jackets\n257 Sports Bras\n258 Messenger Bags\n259 Backpacks\n260 Briefcases\n261 Ankle Booties\n262 Mid Calf Boots\n263 Knee High Boots\n264 Over-The-Knee Boots\n265 Loafers & Moccasins\n266 Oxfords\n267 Clogs\n268 Athletic Shoes\n270 Sports Accessories\n271 Men's Clothing\n272 Men's Shirts\n273 Men's Sweaters\n275 Men's T-Shirts\n276 Men's Outerwear\n277 Men's Sportcoats & Blazers\n278 Men's Jeans\n279 Men's Pants\n280 Men's Shorts\n281 Men's Suits\n282 Men's Swimwear\n283 Men's Underwear\n284 Men's Sleepwear\n285 Men's Activewear\n286 Men's Activewear Tops\n287 Men's Activewear Pants\n288 Men's Activewear Shorts\n289 Men's Activewear Jackets\n290 Men's Bags & Wallets\n291 Men's Shoes\n292 Men's Boots\n293 Men's Sandals\n294 Men's Flip Flops\n295 Men's Loafers & Moccasins\n296 Men's Dress Shoes\n297 Men's Sneakers\n298 Men's Athletic Shoes\n299 Men's Accessories\n300 Men's Belts\n301 Men's Gloves\n302 Men's Scarves\n303 Men's Hats\n304 Men's Sunglasses\n305 Men's Watches\n306 Suspenders\n307 Cuff Links\n308 Pets\n309 Activewear Tank Tops\n310 Straight Leg Jeans\n311 Books\n313 Dinnerware\n314 Curtains\n315 Shapewear\n316 Office Accessories\n317 Garden Tools\n318 Handbags\n319 Makeup Brushes\n320 Deodorant\n321 Gift Cards\n4426 Eyewear\n4428 Eyeglasses\n333 Body Art\n334 Men's Grooming\n335 Men's Fragrance\n4432 Outdoors\n4433 Bed Accessories\n338 Makeup Tools\n339 Manicure Tools\n340 Gift Sets & Kits\n4437 Fans\n342 Men's Polos\n4439 Food Storage Containers\n4440 Teapots\n4441 Kids\n4442 Juniors\n4443 Jewelry Storage\n4445 Cleaning\n4446 Cabinets\n4447 Men's Eyeglasses\n4448 Media\n4449 Benches\n4450 Kitchen Linens\n4451 Party Supplies\n4452 Flared Jeans\n4454 Men's Casual Shirts\n4455 Men's Coats\n4456 Men's Jackets\n4457 Men's Vests\n4458 Men's Casual Pants\n4459 Men's Dress Pants\n4460 Men's Socks\n4461 Men's Bags\n4462 Men's Briefcases\n4463 Men's Wallets\n4464 Men's Oxfords\n4465 Men's Slippers\n4466 Men's Watches & Jewelry\n4467 Men's Key Rings & Chains\n4468 Men's Money Clips\n4470 Bow Ties\n4472 Men's Tech Accessories\n4473 Men's Umbrellas\n4474 Men's Grooming Bags\n4475 Men's Deodorant\n4476 Men's Gift Sets & Kits\n4477 Men's Shaving\n4478 Boys\n4479 Girls\n4480 Health\n4481 Oral Care\n4482 Supplements\n4483 Napkin Rings\n4484 Stools\n4485 Outdoor Stools\n4486 Aprons\n4487 Bedspreads\n4488 Children's Furniture\n4489 Nursery Furniture\n4490 Baby Bedding\n4492 Window Blinds\n4493 Outdoor Patio Sets\n4495 Sweatshirts\n4496 Hoodies\n4497 Men's Sweatshirts\n4498 Men's Hoodies\n4499 Dining Chairs\n4500 Dining Tables\n4501 Bar Cabinets\n4502 Standing Fans\n4503 Ceiling Lights\n4504 Desk Lamps\n4505 Floor Lamps\n4506 Table Lamps\n4507 Wall Lights\n4508 Curtain Rods\n4509 Children's Room\n4510 Children's Bedding\n4511 Children's Decor\n4512 Home Improvement\n4513 Paint\n4514 Storage & Organization\n4516 Wedding Dresses\n4517 Bikini Tops\n4518 Bikini Bottoms\n4520 Men's Backpacks\n4521 Men's Messenger Bags\n4522 Men's Work Boots\n4523 Men's Bracelets\n4524 Men's Necklaces\n4525 Men's Rings\n4526 Handkerchiefs\n4438 Floral Decor\n4240 Clocks\n146 Desks\n148 File Cabinets\n4246 Fireplace Accessories\n151 Outdoor Tables\n152 Outdoor Chairs\n949 Toys\n161 Comforters\n4258 Window Treatments\n171 Kitchen & Dining\n4269 Patio Furniture\n4276 Outdoor Lighting\n196 Eyeshadow\n3336 Stationery\n1605 Bikinis\n1606 One Piece Swimsuits\n1607 Cover-ups\n1967 Tech Accessories\n332 Capri & Cropped Pants\n4429 Sideboards\n4430 Armoires\n4431 Nightstands\n336 Men's Hair Care\n337 Men's Skincare\n4434 Quilts & Coverlets\n4435 Bar Tools\n4436 Cookbooks\n341 Men's Dress Shirts\n"
  }
]