Paper Abstract and Keywords |
Presentation |
2023-02-21 10:15
Text - Image Fashion Retrieval with Textural Features Daichi Suzuki (Tokyo Univ.), Go Irie (Tokyo Univ of Science), Kiyoharu Aizawa (Tokyo Univ.) ITS2022-43 IE2022-60 |
Abstract |
(in Japanese) |
(See Japanese page) |
(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) |
(in English) |
texture recognition / fashion retrieval / / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 385, IE2022-60, pp. 11-16, Feb. 2023. |
Paper # |
IE2022-60 |
Date of Issue |
2023-02-14 (ITS, IE) |
ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
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ITS2022-43 IE2022-60 |
Conference Information |
Committee |
IE ITS ITE-MMS ITE-ME ITE-AIT |
Conference Date |
2023-02-21 - 2023-02-22 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Hokkaido Univ. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Image Processing, etc. |
Paper Information |
Registration To |
IE |
Conference Code |
2023-02-IE-ITS-MMS-ME-AIT |
Language |
Japanese |
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) |
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texture recognition |
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fashion retrieval |
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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 |
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The University of Tokyo (Tokyo Univ.) |
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Speaker |
Author-1 |
Date Time |
2023-02-21 10:15:00 |
Presentation Time |
15 minutes |
Registration for |
IE |
Paper # |
ITS2022-43, IE2022-60 |
Volume (vol) |
vol.122 |
Number (no) |
no.384(ITS), no.385(IE) |
Page |
pp.11-16 |
#Pages |
6 |
Date of Issue |
2023-02-14 (ITS, IE) |
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