Paper Abstract and Keywords |
Presentation |
2023-03-02 17:00
Evaluation of Spatial Transformer Network with Vision Transformer Yoshiharu Iwasaki (Ritsumeikan Univ.), Yu Wang (Hitotsubashi Univ.), Jien Kato (Ritsumeikan Univ.) PRMU2022-91 IBISML2022-98 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Spatial Transformer is a module that performs spatial transformation of input images or the feature maps. In our research, we improved the accuracy by renewing the Spatial Transformer Network, which has been used based on CNN, to the Vision Transformer base. Vision Transformer has the feature that it is easy to perform global feature extraction even in shallow layers. Therefore, by applying Vision Transformer to the backbone of Spatial Transformer, we will validate the quantitative and qualitative differences from conventional CNN based Spatial Transformer. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Spatial Transformer / Vision Transformer / CNN / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 404, PRMU2022-91, pp. 163-168, March 2023. |
Paper # |
PRMU2022-91 |
Date of Issue |
2023-02-23 (PRMU, IBISML) |
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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PRMU2022-91 IBISML2022-98 |
Conference Information |
Committee |
PRMU IBISML IPSJ-CVIM |
Conference Date |
2023-03-02 - 2023-03-03 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Future University Hakodate |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
PRMU |
Conference Code |
2023-03-PRMU-IBISML-CVIM |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Evaluation of Spatial Transformer Network with Vision Transformer |
Sub Title (in English) |
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Spatial Transformer |
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Vision Transformer |
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CNN |
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1st Author's Name |
Yoshiharu Iwasaki |
1st Author's Affiliation |
Ritsumeikan University (Ritsumeikan Univ.) |
2nd Author's Name |
Yu Wang |
2nd Author's Affiliation |
Hitotsubashi Universuty (Hitotsubashi Univ.) |
3rd Author's Name |
Jien Kato |
3rd Author's Affiliation |
Ritsumeikan University (Ritsumeikan Univ.) |
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Speaker |
Author-1 |
Date Time |
2023-03-02 17:00:00 |
Presentation Time |
10 minutes |
Registration for |
PRMU |
Paper # |
PRMU2022-91, IBISML2022-98 |
Volume (vol) |
vol.122 |
Number (no) |
no.404(PRMU), no.405(IBISML) |
Page |
pp.163-168 |
#Pages |
6 |
Date of Issue |
2023-02-23 (PRMU, IBISML) |
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