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Paper Abstract and Keywords
Presentation 2022-08-04 11:10
A Study on the Role of Latent Variables in Auto Encoder and U-Net
Saki Okamoto, Kenya Jinno (Tokyo City Univ.) CCS2022-29
Abstract (in Japanese) (See Japanese page) 
(in English) Using U-Net, which introduces Contracting Paths (Concat) into Auto Encoder (AE), we trained the system to output a front face image when a sideways face image is input.As a result, we confirmed that the latent variable conveyed by each Concat changed, and that each Concat had a different role.we will examine the roles of latent variables in AE and U-Net for the same and different input/output cases.
Keyword (in Japanese) (See Japanese page) 
(in English) Auto Encoder / U-Net / Contracting Path / Latent Variable / / / /  
Reference Info. IEICE Tech. Rep., vol. 122, no. 145, CCS2022-29, pp. 16-19, Aug. 2022.
Paper # CCS2022-29 
Date of Issue 2022-07-28 (CCS) 
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 CCS2022-29

Conference Information
Committee IN CCS  
Conference Date 2022-08-04 - 2022-08-05 
Place (in Japanese) (See Japanese page) 
Place (in English) Hokkaido University(Centennial Hall) 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Network Science, Future Network, Cloud/SDN/Virtualization, Contents Delivery/Contents Exchange, and others 
Paper Information
Registration To CCS 
Conference Code 2022-08-IN-CCS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A Study on the Role of Latent Variables in Auto Encoder and U-Net 
Sub Title (in English)  
Keyword(1) Auto Encoder  
Keyword(2) U-Net  
Keyword(3) Contracting Path  
Keyword(4) Latent Variable  
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1st Author's Name Saki Okamoto  
1st Author's Affiliation Tokyo City University (Tokyo City Univ.)
2nd Author's Name Kenya Jinno  
2nd Author's Affiliation Tokyo City University (Tokyo City Univ.)
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Speaker Author-1 
Date Time 2022-08-04 11:10:00 
Presentation Time 20 minutes 
Registration for CCS 
Paper # CCS2022-29 
Volume (vol) vol.122 
Number (no) no.145 
Page pp.16-19 
#Pages 4 
Date of Issue 2022-07-28 (CCS) 

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