{"url":"/dataset/polyvore","name":"Polyvore","full_name":"Polyvore Outfits","description_markdown":"This dataset contains 21,889 outfits from polyvore.com, in which 17,316 are for training, 1,497 for validation and 3,076 for testing.\r\n\r\nSource: [GitHub](https://github.com/xthan/polyvore-dataset)\r\nImage Source: [https://arxiv.org/pdf/1707.05691.pdf](https://arxiv.org/pdf/1707.05691.pdf)","description_withheld":null,"homepage":"https://github.com/xthan/polyvore-dataset","introduced_date":"2017-01-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/learning-fashion-compatibility-with","title":"Learning Fashion Compatibility with Bidirectional LSTMs","first_author":"Xintong Han","url":null},"license":{"name":"Unknown","url":null},"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Recommendation Systems","url":"/task/recommendation-systems","datasets_with_task":"/datasets/task/recommendation-systems"},{"name":"Retrieval","url":"/task/retrieval","datasets_with_task":"/datasets/task/retrieval"},{"name":"Slot Filling","url":"/task/slot-filling","datasets_with_task":"/datasets/task/slot-filling"}],"languages":[],"variants":["Polyvore"],"data_loaders":[{"repo":"https://github.com/xthan/polyvore-dataset","url":"https://github.com/xthan/polyvore-dataset","frameworks":[]},{"repo":"https://github.com/owj0421/outfit-transformer","url":"https://github.com/owj0421/outfit-transformer","frameworks":["pytorch"]}],"num_papers_in_archive":62,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/recommendation-systems-on-polyvore","task":"Recommendation Systems","dataset_variant":"Polyvore","rows":3,"metrics":["AUC","Accuracy"],"first_row_in_archive_order":{"model":"Fashion GAE","paper":"/paper/context-aware-visual-compatibility-prediction","metrics":{"AUC":"0.99"},"code_links":[{"title":"gcucurull/visual-compatibility","url":"https://github.com/gcucurull/visual-compatibility"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/retrieval-on-polyvore","task":"Retrieval","dataset_variant":"Polyvore","rows":1,"metrics":["Recall@5"],"first_row_in_archive_order":{"model":"CLIP4Outfit","paper":"/paper/lost-your-style-navigating-with-semantic","metrics":{"Recall@5":"7.59"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/slot-filling-on-polyvore","task":"Slot Filling","dataset_variant":"Polyvore","rows":1,"metrics":["FITB"],"first_row_in_archive_order":{"model":"Fashion GAE","paper":"/paper/context-aware-visual-compatibility-prediction","metrics":{"FITB":"96.9"},"code_links":[{"title":"gcucurull/visual-compatibility","url":"https://github.com/gcucurull/visual-compatibility"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/lost-your-style-navigating-with-semantic","title":"Lost Your Style? Navigating with Semantic-Level Approach for Text-to-Outfit Retrieval","date":"2023-11-03","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/semi-supervised-visual-representation","title":"Semi-Supervised Visual Representation Learning for Fashion Compatibility","date":"2021-09-16","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/dressing-as-a-whole-outfit-compatibility","title":"Dressing as a Whole: Outfit Compatibility Learning Based on Node-wise Graph Neural Networks","date":"2019-02-21","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/context-aware-visual-compatibility-prediction","title":"Context-Aware Visual Compatibility Prediction","date":"2019-02-10","rows_on_this_dataset":2,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}