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 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+polyvore_item_metadata.json filter=lfs diff=lfs merge=lfs -text

README

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+Polyvore Outfits version 1.0
+
+This dataset consists of 68,306 outfits and their meta data crawled from the
+polyvore website.  We do not own the copyright of the images or meta-data
+provided, and are solely provided for research and educational purposes.  If
+you use our data, please consider citing our paper:
+
+@inproceedings{VasilevaECCV18FasionCompatibility,
+    Author = {Mariya I. Vasileva and Bryan A. Plummer and Krishna Dusad and
+              Shreya Rajpal and Ranjitha Kumar and David Forsyth},
+    Title = {Learning Type-Aware Embeddings for Fashion Compatibility},
+    booktitle = {ECCV},
+    Year = {2018}
+}
+
+
+
+## Dataset Splits
+
+In our paper we describe two versions of the data:
+
+Polyvore Outfits (nondisjoint) - Outfits are split at random, which means some
+items (but not complete outfits) may be seen in both training and test splits.
+
+Polyvore Outfits (disjoint) - Outfits in the test/validation set do not share
+any items in common with outfits in the training set (although some items in
+the test set may be present in outfits in the validation set)
+
+Within each version folder we have:
+
+<test/valid/train>.json - a list of outfits, their item_id's, and their
+ordering (index) we imposed when we compared to prior work using an LSTM
+
+typespaces.p - a list of tuples (t1, t2), each of which identifies a type-
+specific embedding that compares items of type t1 to items of type t2
+
+train_hglmm_pca6000.txt - each row contains 6001 comma separated values, where
+the first element is the label, and the remaining 6000 dimensions are the
+PCA-reduced HGLMM fisher vectors (note: the "label" may also contain a comma)
+
+The remaining files in these folders are for the tasks used to evaluate our
+models. They contain item identifiers of the form <set_id>_<index>, which can
+be mapped back to item_id's using the list of outfits mentioned above.  These
+remaining files are:
+
+compatibility_<test/valid/train>.txt - fashion compatibility experiment data,
+where each row is an outfit sample. The first element of the outfit sample is
+the label (1/0 for positive/negative) and the remaining elements are item
+identifiers in that sample.
+
+fill_in_blank_<test/valid/train>.json - fill-in-the-blank experiment data,
+contains an array of dictionaries.  These dictionaries contain the question/
+answer pairs, and also identifies the "index" of the item in the outfit in
+"blank_position".  Since the set_id is used in the item identifiers, the
+correct answer can be determined by matching the set_id in the question
+elements with the set_id in the answers.
+
+
+
+## Maryland Polyvore Test Data
+
+We provide the fashion compatibility and fill-in-the-blank test data we used in
+our paper.  This data is more difficult than those used in the original paper
+because they replace items of the same type when creating negatives rather than
+those sampled at random provided with the Maryland Polyvore dataset.  See our
+paper for more details.
+
+
+
+## Images and Meta-Data
+
+Images are stored by their item_id, which are organized in lists of outfits for
+each each version of the dataset.
+
+polyvore_item_metadata.json - contains a dictionary where each key is an
+item_id, and the values are its associated meta-data labels.
+
+polyvore_outfit_titles.json - contains a dictionary where each key is a set_id
+and the values are its associated meta-data labels.
+
+categories.csv - Each row contains three items: (category_id, fine-grained
+category, semantic category)

categories.csv

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+2,undefined,
+3,dress,all-body
+4,dress,all-body
+5,dress,all-body
+6,gown,all-body
+7,skirt,bottoms
+8,skirt,bottoms
+9,skirt,bottoms
+9,skirt,bottoms
+9,skirt,bottoms
+10,long skirt,bottoms
+11,sweater,tops
+11,sleeveless top,tops
+11,shirt,tops
+11,sleeveless top,tops
+11,top,tops
+15,tunic,tops
+17,blouse,tops
+17,sleeveless top,tops
+17,sweater,tops
+17,long-sleeve shirt,tops
+17,blouse,tops
+18,cardigan,outerwear
+19,sweater,tops
+19,turtleneck sweater,tops
+19,turtleneck sweater,tops
+21,male T-shirt,tops
+21,tshirt,tops
+23,jacket/coat,outerwear
+24,trench coat,outerwear
+24,coat,outerwear
+24,coat,outerwear
+24,trench coat,outerwear
+25,blazer,outerwear
+25,jacket,outerwear
+25,parka,outerwear
+26,vest,tops
+27,jeans,bottoms
+27,jeans,bottoms
+28,pants,bottoms
+28,pant,bottoms
+28,pant,bottoms
+29,shorts,bottoms
+29,shorts,bottoms
+29,shorts,bottoms
+30,set/suit,all-body
+31,swimsuit bottom,bottoms
+35,backpack,bags
+36,tote,bags
+36,purse,bags
+36,tote,bags
+37,purse,bags
+37,purse,bags
+37,handbag,bags
+37,bag,bags
+38,clutch,bags
+38,clutch,bags
+38,clutch,bags
+39,purse,bags
+40,purse,bags
+41,flat sandals,shoes
+41,closed shoes,shoes
+41,heels,shoes
+42,boots,shoes
+42,boots,shoes
+43,pump,shoes
+43,heels,shoes
+46,heels,shoes
+46,sandals,shoes
+46,sandals,shoes
+46,heels,shoes
+46,sandals,shoes
+47,flats,shoes
+47,flats,shoes
+48,flip-flops,shoes
+49,sneakers,shoes
+49,sneakers,shoes
+49,flats,shoes
+50,slippers,shoes
+51,gloves,accessories 
+51,scarf,scarves
+52,belt,accessories 
+53,gloves,accessories
+55,straw hat,hats
+55,baseball cap,hats
+55,beanie,hats
+55,hat,hats
+55,winter hat,hats
+56,tie,accessories
+57,sunglasses,accessories 
+57,sunglasses,sunglasses
+58,headband,accessories
+59,umbrella,accessories
+61,watch,accessories 
+61,watch,jewellery
+62,necklace,jewellery
+62,necklace,jewellery 
+62,necklace,jewellery 
+64,earrings,jewellery
+64,earrings,jewellery 
+64,earrings,jewellery 
+65,ring,jewellery
+65,ring,jewellery 
+68,stockings,accessories
+69,socks,accessories
+104,tank,tops
+104,sleeveless top,tops
+104,tank,tops
+105,scarf,scarves
+106,bracelet,jewellery
+106,bracelet,jewellery 
+106,bracelet,jewellery 
+107,pendant,jewellery
+231,pouch,accessories
+236,blazer,outerwear
+236,blazer,outerwear
+237,jeans,bottoms
+237,jeans,bottoms
+238,jeans,bottoms
+239,jeans,bottoms
+240,jeans,bottoms
+241,pants,bottoms
+243,jumpsuit,all-body
+244,romper,all-body
+245,lingerie top,
+246,lingerie bottom,
+247,lingerie top,
+248,pyjama/slip/chemise,all-body
+249,pyjama pants,bottoms
+250,kimono,tops
+251,hosiery,accessories
+252,sports long-sleeve shirt,tops
+253,sweatpants,bottoms
+254,tennis skirt,bottoms
+255,shorts,bottoms
+256,track jacket,tops
+257,sports bra,tops
+258,purse,bags
+259,backpack,bags
+259,basket bag,bags
+259,backpack,bags
+260,satchel,bags
+261,heels,shoes
+261,booties,shoes
+262,flat boots,shoes
+263,heeled boots,shoes
+264,over-the-knee boots,shoes
+265,flats,shoes
+266,closed shoes,shoes
+267,platform shoes,shoes
+268,sneakers,shoes
+269,suspenders,accessories
+270,activity wristband,accessories
+272,male shirt,tops
+273,male sweater,tops
+275,male T-shirt,tops
+277,male suit jacket,outerwear
+278,male jeans,bottoms
+279,male suit pants,bottoms
+280,male knee-length shorts,bottoms
+281,male suit,all-body
+282,male swim shorts,bottoms
+283,male boxers,
+284,male sweatpants,bottoms
+285,male sports shirt/track suit,
+286,male sports shirt,tops
+287,male track pants,bottoms
+288,male sports shorts,bottoms
+289,male track jacket,tops
+290,messenger bag,bags
+291,male shoes,shoes
+292,male shoes,shoes
+293,male flip-flops,shoes
+294,male flip-flops,shoes
+295,male loafers,shoes
+296,male formal shoes,shoes
+297,male sneakers,shoes
+298,male sneakers,shoes
+299,male accessories,accessories
+300,male belt,accessories
+301,male gloves,accessories
+302,male scarves,accessories
+303,male baseball caps,hats
+304,male sunglasses,sunglasses
+305,male watch,jewellery
+306,male suspenders,accessories
+307,cufflings,jewellery
+309,tank top,tops
+310,jeans,bottoms
+315,bodie,tops
+318,purse,bags
+318,handbag,bags
+318,purse,bags
+332,pants,bottoms
+341,male shirt,tops
+342,male polos,tops
+343,tank top,tops
+1605,swimsuit,all-body
+1606,one-piece swimsuit,all-body
+1607,coverup,outerwear
+4452,jeans,bottoms
+4454,male shirt,tops
+4455,male formal jacket,outerwear
+4456,male jacket,outerwear
+4457,male vest,outerwear
+4458,male pants,bottoms
+4459,male pants,bottoms
+4460,male socks,accessories
+4461,travel bag,bags
+4462,laptop bag,bags
+4463,wallet,accessories
+4464,male shoes,shoes
+4465,male slippers,shoes
+4466,brooch,jewellery
+4467,key chain,accessories
+4468,money clip,accessories
+4470,bowtie,accessories
+4472,smartphone cases/tech items,accessories
+4473,umbrella,accessories
+4495,sweathirt,tops
+4495,sweater,tops
+4496,hoodie,tops
+4517,swimsuit top,tops
+4518,swimsuit bottom,bottoms

polyvore_item_metadata.json

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+version https://git-lfs.github.com/spec/v1
+oid sha256:d5e7a3ce1506bc3e64eacfcb29c26f360c39bba96522f7d316ae8ee9f2d2ea58
+size 105137208