Fashion Coordinates Recommender System Using Photographs from Fashion Magazines

Iwata, Tomoharu; Watanabe, Shinji; Sawada, Hiroshi

doi:10.5591/978-1-57735-516-8/IJCAI11-377

Fashion Coordinates Recommender System Using Photographs from Fashion Magazines

Tomoharu Iwata, Shinji Watanabe, Hiroshi Sawada

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Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence. Pages 2262-2266.

https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-377

Abstract

Fashion magazines contain a number of photographs of fashion models, and their clothing coordinates serve as useful references. In this paper, we propose a recommender system for clothing coordinates using full-body photographs from fashion magazines. The task is that, given a photograph of a fashion item (e.g. tops) as a query, to recommend a photograph of other fashion items (e.g. bottoms) that is appropriate to the query. With the proposed method, we use a probabilistic topic model for learning information about coordinates from visual features in each fashion item region. We demonstrate the effectiveness of the proposed method using real photographs from a fashion magazine and two fashion style sharing services with the task of making top (bottom) recommendations given bottom (top) photographs.

Tomoharu Iwata, Shinji Watanabe, and Hiroshi Sawada. 2011. Fashion Coordinates Recommender System Using Photographs from Fashion Magazines. In Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, IJCAI-11. IJCAI, 2262–2266. https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-377

@inproceedings{ijcai2011p377,
  title     = {Fashion Coordinates Recommender System Using Photographs from Fashion Magazines},
  author    = {Iwata, Tomoharu and Watanabe, Shinji and Sawada, Hiroshi},
  booktitle = {Proceedings of the Twenty-Second International Joint Conference on
               Artificial Intelligence, {IJCAI-11}},
  publisher = {AAAI Press/International Joint Conferences on Artificial Intelligence},
  editor    = {Toby Walsh},
  pages     = {2262--2266},
  year      = {2011},
  month     = {7},
  doi       = {10.5591/978-1-57735-516-8/IJCAI11-377},
  url       = {https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-377},
}

TY  - CPAPER
TI  - Fashion Coordinates Recommender System Using Photographs from Fashion Magazines
AU  - Iwata, Tomoharu
AU  - Watanabe, Shinji
AU  - Sawada, Hiroshi
T2  - Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, IJCAI-11
PB  - AAAI Press/International Joint Conferences on Artificial Intelligence
PY  - 2011
SP  - 2262
EP  - 2266
DO  - 10.5591/978-1-57735-516-8/IJCAI11-377
UR  - https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-377
ER  -