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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)
Download PDF 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) 
Topics (in English)  
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)  
Keyword(1) Spatial Transformer  
Keyword(2) Vision Transformer  
Keyword(3) 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
Date of Issue 2023-02-23 (PRMU, IBISML) 


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