Presentation | 2023-02-21 Text - Image Fashion Retrieval with Textural Features Daichi Suzuki, Go Irie, Kiyoharu Aizawa, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this study, we propose a method of pre-processing on a dataset and deep learning to perform fashion retrieval considering the "texture" of clothes. The texture of clothes has a significant impact on both comfort and appearance, and is an important factor when selecting clothes, along with patterns and shapes. However, it is difficult to recognise fine-grained and ambiguous features such as texture when conducting fashion search. Therefore, we proposed to train a model using images focusing on the surface of the fabric and text describing the texture in detail, and constructed a dataset with the necessary pre-processing for the experiment. Experimental results show an improvement in the accuracy of texture-aware fashion retrieval compared to the baseline. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | texture recognition / fashion retrieval |
Paper # | ITS2022-43,IE2022-60 |
Date of Issue | 2023-02-14 (ITS, IE) |
Conference Information | |
Committee | IE / ITS / ITE-MMS / ITE-ME / ITE-AIT |
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Conference Date | 2023/2/21(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Hokkaido Univ. |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Image Processing, etc. |
Chair | Kazuya Kodama(NII) / Masahiro Fujii(Utsunomiya Univ.) / Kenji Machida(NHK) / Hiroyuki Arai(Nippon Inst. of Tech.) / Hisaki Nate(Tokyo Polytechnic Univ.) |
Vice Chair | Hiroyuki Bandoh(NTT) / Toshihiko Yamazaki(Univ. of Tokyo) / Kohei Ohno(Meiji Univ.) / Naohisa Hashimoto(AIST) / / Shogo Muramatsu(Niigata Univ) |
Secretary | Hiroyuki Bandoh(KDDI Research) / Toshihiko Yamazaki(Nagoya Inst. of Tech.) / Kohei Ohno(Toyama Prefectural Univ.) / Naohisa Hashimoto(NIT, Tsuruoka College) / (Fukuoka Univ.) / Shogo Muramatsu(NHK) / (Hokkaido Univ.) |
Assistant | Shunsuke Iwamura(NHK) / Shinobu Kudo(NTT) / Taishi Swabe(NAIST) / Keiji Jimi(Gunma Univ.) |
Paper Information | |
Registration To | Technical Committee on Image Engineering / Technical Committee on Intelligent Transport Systems Technology / Technical Group on Multi-media Storage / Technical Group on Media Engineering / Technical Group on Artistic Image Technology |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Text - Image Fashion Retrieval with Textural Features |
Sub Title (in English) | |
Keyword(1) | texture recognition |
Keyword(2) | fashion retrieval |
1st Author's Name | Daichi Suzuki |
1st Author's Affiliation | The University of Tokyo(Tokyo Univ.) |
2nd Author's Name | Go Irie |
2nd Author's Affiliation | Tokyo University of Science(Tokyo Univ of Science) |
3rd Author's Name | Kiyoharu Aizawa |
3rd Author's Affiliation | The University of Tokyo(Tokyo Univ.) |
Date | 2023-02-21 |
Paper # | ITS2022-43,IE2022-60 |
Volume (vol) | vol.122 |
Number (no) | ITS-384,IE-385 |
Page | pp.pp.11-16(ITS), pp.11-16(IE), |
#Pages | 6 |
Date of Issue | 2023-02-14 (ITS, IE) |