{"title":"问谁:一个聪明的时尚顾问","authors":"Yangbangyan Jiang, Qianqian Xu, Xiaochun Cao, Qingming Huang","doi":"10.1145/3206025.3206092","DOIUrl":null,"url":null,"abstract":"Humankind has always been in pursuit of fashion. Nevertheless, people are often troubled by collocating clothes, e.g., tops, bottoms, shoes, and accessories, from numerous fashion items in their closets. Moreover, it may be expensive and inconvenient to employ a fashion stylist. In this paper, we present Stile, an end-to-end intelligent fashion consultant system, to generate stylish outfits for given items. Unlike previous systems, our framework considers the global compatibility of fashion items in the outfit and models the dependencies among items in a fixed order via a bidirectional LSTM. Therefore, it can guarantee that items in the same outfit should share a similar style and neither redundant nor missing items exist in the resulting outfit for essential categories. The demonstration shows that our proposed system provides people with a practical and convenient solution to find natural and proper fashion outfits.","PeriodicalId":224132,"journal":{"name":"Proceedings of the 2018 ACM on International Conference on Multimedia Retrieval","volume":"56 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-06-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":"{\"title\":\"Who to Ask: An Intelligent Fashion Consultant\",\"authors\":\"Yangbangyan Jiang, Qianqian Xu, Xiaochun Cao, Qingming Huang\",\"doi\":\"10.1145/3206025.3206092\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Humankind has always been in pursuit of fashion. Nevertheless, people are often troubled by collocating clothes, e.g., tops, bottoms, shoes, and accessories, from numerous fashion items in their closets. Moreover, it may be expensive and inconvenient to employ a fashion stylist. In this paper, we present Stile, an end-to-end intelligent fashion consultant system, to generate stylish outfits for given items. Unlike previous systems, our framework considers the global compatibility of fashion items in the outfit and models the dependencies among items in a fixed order via a bidirectional LSTM. Therefore, it can guarantee that items in the same outfit should share a similar style and neither redundant nor missing items exist in the resulting outfit for essential categories. The demonstration shows that our proposed system provides people with a practical and convenient solution to find natural and proper fashion outfits.\",\"PeriodicalId\":224132,\"journal\":{\"name\":\"Proceedings of the 2018 ACM on International Conference on Multimedia Retrieval\",\"volume\":\"56 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-06-05\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"5\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 2018 ACM on International Conference on Multimedia Retrieval\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3206025.3206092\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2018 ACM on International Conference on Multimedia Retrieval","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3206025.3206092","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Humankind has always been in pursuit of fashion. Nevertheless, people are often troubled by collocating clothes, e.g., tops, bottoms, shoes, and accessories, from numerous fashion items in their closets. Moreover, it may be expensive and inconvenient to employ a fashion stylist. In this paper, we present Stile, an end-to-end intelligent fashion consultant system, to generate stylish outfits for given items. Unlike previous systems, our framework considers the global compatibility of fashion items in the outfit and models the dependencies among items in a fixed order via a bidirectional LSTM. Therefore, it can guarantee that items in the same outfit should share a similar style and neither redundant nor missing items exist in the resulting outfit for essential categories. The demonstration shows that our proposed system provides people with a practical and convenient solution to find natural and proper fashion outfits.