Paper Abstract and Keywords |
Presentation |
2021-02-18 17:05
Design Creation with GAN using features that reflect Shape and Material Shun Matsumura, Kiyoharu Aizawa (UTokyo), Atsushi Honda, Seiji Kurokoshi (DIGISEARCH) ITS2020-34 IE2020-48 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
When designers create a new design, they often refer to the existing design of shapes and materials to create a new design. The purpose of this study is to support such design creation. For this purpose, image data with label information of shape and material is necessary. However, images obtained by retrieval of web pages do not have such labels, so it is not possible to generate images using only the retrieved images. In this study, we define classes of Shape and Material attributes using Self-supervised methods and train each classifier. In synthesis, we aim to synthesize designs with different conditions by training Conditional GAN based on the estimation results of the Shape and Material estimators. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
GAN / Design Creation / Self-supervised learning / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 120, no. 364, IE2020-48, pp. 43-48, Feb. 2021. |
Paper # |
IE2020-48 |
Date of Issue |
2021-02-11 (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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ITS2020-34 IE2020-48 |
Conference Information |
Committee |
IE ITS ITE-MMS ITE-ME ITE-AIT |
Conference Date |
2021-02-18 - 2021-02-19 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Image Processing, etc. |
Paper Information |
Registration To |
IE |
Conference Code |
2021-02-IE-ITS-MMS-ME-AIT |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Design Creation with GAN using features that reflect Shape and Material |
Sub Title (in English) |
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GAN |
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Design Creation |
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Self-supervised learning |
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1st Author's Name |
Shun Matsumura |
1st Author's Affiliation |
The University of Tokyo (UTokyo) |
2nd Author's Name |
Kiyoharu Aizawa |
2nd Author's Affiliation |
The University of Tokyo (UTokyo) |
3rd Author's Name |
Atsushi Honda |
3rd Author's Affiliation |
DIGISEARCH AND ADVERTISING, INC . (DIGISEARCH) |
4th Author's Name |
Seiji Kurokoshi |
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DIGISEARCH AND ADVERTISING, INC . (DIGISEARCH) |
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Speaker |
Author-1 |
Date Time |
2021-02-18 17:05:00 |
Presentation Time |
25 minutes |
Registration for |
IE |
Paper # |
ITS2020-34, IE2020-48 |
Volume (vol) |
vol.120 |
Number (no) |
no.363(ITS), no.364(IE) |
Page |
pp.43-48 |
#Pages |
6 |
Date of Issue |
2021-02-11 (ITS, IE) |
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