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Paper Abstract and Keywords
Presentation 2019-10-24 11:30
Image enhancement-based data augmentation for improving deep learning in image classification problem
Weihang Zhang, Yuma Kinoshita, Hitoshi Kiya (Tokyo Metro. Univ.) SIS2019-11
Abstract (in Japanese) (See Japanese page) 
(in English) In this paper, we propose a novel data augmentation method based on image enhancement. In DNN-based image classification, it is required to prepare sufficient training datasets taken in different weather conditions and lighting conditions for achieving a high performance. Hence, various data augmentation methods have been studied. In this paper, we propose applying an image enhancement method to data augmentation to generate images with different exposures. Experimental results show that the proposed method is effective as an image data augmentation method. The results also demonstrate that it can be used in combination with other existing data augmentation methods.
Keyword (in Japanese) (See Japanese page) 
(in English) Deep learning / Image classification / Image enhancement / Data augmentation / / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 240, SIS2019-11, pp. 1-4, Oct. 2019.
Paper # SIS2019-11 
Date of Issue 2019-10-17 (SIS) 
ISSN Print edition: ISSN 0913-5685  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. (No. 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF SIS2019-11

Conference Information
Committee ITE-BCT SIS  
Conference Date 2019-10-24 - 2019-10-25 
Place (in Japanese) (See Japanese page) 
Place (in English) Fukui International Activities Plaza 
Topics (in Japanese) (See Japanese page) 
Topics (in English) System Implementation Technology, Short Range Wireless Systems, Smart Multimedia Systems, Broadcasting Technology, etc. 
Paper Information
Registration To SIS 
Conference Code 2019-10-BCT-SIS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Image enhancement-based data augmentation for improving deep learning in image classification problem 
Sub Title (in English)  
Keyword(1) Deep learning  
Keyword(2) Image classification  
Keyword(3) Image enhancement  
Keyword(4) Data augmentation  
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1st Author's Name Weihang Zhang  
1st Author's Affiliation Tokyo Metropolitan University (Tokyo Metro. Univ.)
2nd Author's Name Yuma Kinoshita  
2nd Author's Affiliation Tokyo Metropolitan University (Tokyo Metro. Univ.)
3rd Author's Name Hitoshi Kiya  
3rd Author's Affiliation Tokyo Metropolitan University (Tokyo Metro. Univ.)
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Speaker
Date Time 2019-10-24 11:30:00 
Presentation Time 20 
Registration for SIS 
Paper # IEICE-SIS2019-11 
Volume (vol) IEICE-119 
Number (no) no.240 
Page pp.1-4 
#Pages IEICE-4 
Date of Issue IEICE-SIS-2019-10-17 


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