{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,11]],"date-time":"2026-09-11T10:15:27Z","timestamp":1789121727785,"version":"build-2803163510"},"publisher-location":"New York, NY, USA","reference-count":34,"publisher":"ACM","license":[{"start":{"date-parts":[[2019,10,15]],"date-time":"2019-10-15T00:00:00Z","timestamp":1571097600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"National Natural Science Foundation of China","award":["61572124"],"award-info":[{"award-number":["61572124"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2019,10,15]]},"DOI":"10.1145\/3343031.3350909","type":"proceedings-article","created":{"date-parts":[[2019,10,21]],"date-time":"2019-10-21T16:32:26Z","timestamp":1571675546000},"page":"329-337","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":44,"title":["Outfit Compatibility Prediction and Diagnosis with Multi-Layered Comparison Network"],"prefix":"10.1145","author":[{"given":"Xin","family":"Wang","sequence":"first","affiliation":[{"name":"Donghua University and JD AI Research, Shanghai, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bo","family":"Wu","sequence":"additional","affiliation":[{"name":"Columbia University and JD AI Research, New York, NY, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yueqi","family":"Zhong","sequence":"additional","affiliation":[{"name":"Donghua University, Shanghai, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2019,10,15]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Fashion forward: Forecasting visual style in fashion. arXiv preprint arXiv:1705.06394","author":"Al-Halah Ziad","year":"2017"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/3123266.3123268"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219986"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.108"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/3123266.3123394"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2016.0116"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.451"},{"key":"e_1_3_2_1_9_1","volume-title":"Batch normalization: Accelerating deep network training by reducing internal covariate shift. arXiv preprint arXiv:1502.03167","author":"Ioffe Sergey","year":"2015"},{"key":"e_1_3_2_1_10_1","first-page":"2","article-title":"Fashion coordinates recommender system using photographs from fashion magazines","volume":"1","author":"Iwata Tomoharu","year":"2011","journal-title":"IJCAI"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-10590-1_31"},{"key":"e_1_3_2_1_12_1","volume-title":"Unifying visual-semantic embeddings with multimodal neural language models. arXiv preprint arXiv:1411.2539","author":"Kiros Ryan","year":"2014"},{"key":"e_1_3_2_1_13_1","volume-title":"Style2Vec: Representation Learning for Fashion Items from Style Sets. arXiv preprint arXiv:1708.04014","author":"Lee Hanbit","year":"2017"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2017.2690144"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"crossref","unstructured":"Min Lin Qiang Chen and Shuicheng Yan. 2013. Network In Network . (2013) 1--10. https:\/\/doi.org\/10.1109\/ASRU.2015.7404828 arxiv: 1312.4400  Min Lin Qiang Chen and Shuicheng Yan. 2013. Network In Network . (2013) 1--10. https:\/\/doi.org\/10.1109\/ASRU.2015.7404828 arxiv: 1312.4400","DOI":"10.1109\/ASRU.2015.7404828"},{"key":"e_1_3_2_1_16_1","volume-title":"Dressing for Attention: Outfit Based Fashion Popularity Prediction. In IEEE International Conference on Image Processing .","author":"Ling Lo","year":"2019"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.124"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"crossref","unstructured":"Julian McAuley Christopher Targett Qinfeng Shi and Anton van den Hengel. 2015. Image-based recommendations on styles and substitutes. In SIGIR .  Julian McAuley Christopher Targett Qinfeng Shi and Anton van den Hengel. 2015. Image-based recommendations on styles and substitutes. In SIGIR .","DOI":"10.1145\/2766462.2767755"},{"key":"e_1_3_2_1_19_1","volume-title":"Outfit Generation and Style Extraction via Bidirectional LSTM and Autoencoder . (2018). arxiv","author":"Nakamura Takuma","year":"1807"},{"key":"e_1_3_2_1_20_1","volume-title":"Proceedings - IEEE International Conference on Data Mining, ICDM (2017","author":"Qu Yanru","year":"2017"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-015-0816-y"},{"key":"e_1_3_2_1_22_1","unstructured":"Yong-Siang Shih Kai-Yueh Chang Hsuan-Tien Lin and Min Sun. 2017. Compatibility Family Learning for Item Recommendation and Generation . (2017). arxiv: 1712.01262 http:\/\/arxiv.org\/abs\/1712.01262  Yong-Siang Shih Kai-Yueh Chang Hsuan-Tien Lin and Min Sun. 2017. Compatibility Family Learning for Item Recommendation and Generation . (2017). arxiv: 1712.01262 http:\/\/arxiv.org\/abs\/1712.01262"},{"key":"e_1_3_2_1_23_1","unstructured":"Edgar Simo-serra Sanja Fidler Francesc Moreno-noguer Raquel Urtasun and Institut De Rob. 2017. Neuroaesthetics in Fashion : Modeling the Perception of Fashionability . (2017).  Edgar Simo-serra Sanja Fidler Francesc Moreno-noguer Raquel Urtasun and Institut De Rob. 2017. Neuroaesthetics in Fashion : Modeling the Perception of Fashionability . (2017)."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.39"},{"key":"e_1_3_2_1_25_1","volume-title":"Deep inside convolutional networks: Visualising image classification models and saliency maps. arXiv preprint arXiv:1312.6034","author":"Simonyan Karen","year":"2013"},{"key":"e_1_3_2_1_26_1","volume-title":"Striving for simplicity: The all convolutional net. arXiv preprint arXiv:1412.6806","author":"Springenberg Jost Tobias","year":"2014"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/WACV.2018.00036"},{"key":"e_1_3_2_1_28_1","volume-title":"Learning Type-Aware Embeddings for Fashion Compatibility . (2018), 1--66. arxiv","author":"Vasileva Mariya I.","year":"1803"},{"key":"e_1_3_2_1_29_1","first-page":"I","article-title":"Attention is All you Need","volume":"30","author":"Vaswani Ashish","year":"2017","journal-title":"Advances in Neural Information Processing Systems"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.193"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.527"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00813"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2017.2696825"},{"key":"e_1_3_2_1_34_1","volume-title":"Color, or Texture? A Computational Study . arXiv","author":"Zou Qin","year":"2016"}],"event":{"name":"MM '19: The 27th ACM International Conference on Multimedia","location":"Nice France","acronym":"MM '19","sponsor":["SIGMM ACM Special Interest Group on Multimedia"]},"container-title":["Proceedings of the 27th ACM International Conference on Multimedia"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3343031.3350909","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3343031.3350909","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T23:13:17Z","timestamp":1750201997000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3343031.3350909"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,10,15]]},"references-count":34,"alternative-id":["10.1145\/3343031.3350909","10.1145\/3343031"],"URL":"https:\/\/doi.org\/10.1145\/3343031.3350909","relation":{},"subject":[],"published":{"date-parts":[[2019,10,15]]},"assertion":[{"value":"2019-10-15","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}