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Paper Abstract and Keywords
Presentation 2018-11-08 15:30
Trainable PDEs based non-uniformity correction algorithm for infrared focal plane array
Yajing Yuan, Hongxian Zhou (Xuchang Univ.), Hongshi Sang (HUST), Hanyu Lu (Guizhou Univ.), Tao Hu, Dandan Yao (Xuchang Univ.) SANE2018-69
Abstract (in Japanese) (See Japanese page) 
(in English) Infrared imaging is disturbed by nonuniformity of infrared focal plane array. In this paper, a novel algorithm based on trainable partial differential equations is proposed through a loss-based approach for nonuniformity correction. Firstly, spatial regularization term that exploits the correlation between the scene and the nonuniformity is embodied in the loss model. Employing the minimization strategy and learning strategy, all the parameters in the model are simultaneously trained from training samples via an optimal control technique. Results from infrared image sequences corrupted with simulated and real nonuniformity show that the proposed approach has a competitive performance compared with state-of-the-art methods
Keyword (in Japanese) (See Japanese page) 
(in English) Infrared image / nonuniformity correction / trainable partial differential equations / / / / /  
Reference Info. IEICE Tech. Rep., vol. 118, no. 287, SANE2018-69, pp. 69-72, Nov. 2018.
Paper # SANE2018-69 
Date of Issue 2018-11-01 (SANE) 
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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Conference Information
Committee SANE  
Conference Date 2018-11-07 - 2018-11-09 
Place (in Japanese) (See Japanese page) 
Place (in English) China (Xuchang) 
Topics (in Japanese) (See Japanese page) 
Topics (in English) ICSANE2018 
Paper Information
Registration To SANE 
Conference Code 2018-11-SANE 
Language English 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Trainable PDEs based non-uniformity correction algorithm for infrared focal plane array 
Sub Title (in English)  
Keyword(1) Infrared image  
Keyword(2) nonuniformity correction  
Keyword(3) trainable partial differential equations  
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1st Author's Name Yajing Yuan  
1st Author's Affiliation Xuchang University (Xuchang Univ.)
2nd Author's Name Hongxian Zhou  
2nd Author's Affiliation Xuchang University (Xuchang Univ.)
3rd Author's Name Hongshi Sang  
3rd Author's Affiliation Huazhong University of Science and Technology (HUST)
4th Author's Name Hanyu Lu  
4th Author's Affiliation Guizhou University (Guizhou Univ.)
5th Author's Name Tao Hu  
5th Author's Affiliation Xuchang University (Xuchang Univ.)
6th Author's Name Dandan Yao  
6th Author's Affiliation Xuchang University (Xuchang Univ.)
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Speaker Author-1 
Date Time 2018-11-08 15:30:00 
Presentation Time 20 minutes 
Registration for SANE 
Paper # SANE2018-69 
Volume (vol) vol.118 
Number (no) no.287 
Page pp.69-72 
#Pages 4 
Date of Issue 2018-11-01 (SANE) 

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