Information: Join today and make your research activities more affordable! Technical workshop participation fees and annual registration fees are available at member rates.
Notice: [Important] Announcement of Changes to Registration Fee Payment and Manuscript Upload Procedures for IEICE Technical Meetings
IEICE Technical Committee Submission System
Conference Paper's Information		 Online Proceedings
[Sign in]
Tech. Rep. Archives
 Go Top Page Go Previous   [Japanese] / [English] 

Paper Abstract and Keywords
Presentation 2026-02-19 16:30
Image Denoising Method Based on DnCNN with Low Training Cost
Deyu Gong, Mitsuhiko Meguro (Nihon Univ.) ITS2025-59 IE2025-74
Abstract (in Japanese) (See Japanese page) 
(in English) Image denoising has continuously attracted much attention as an important research topic. To improve the restoration performance of degraded images, DnCNN based on convolutional neural networks (CNNs) has been proposed and has demonstrated high denoising capability. However, DnCNN requires a long training time, and a large batch size is necessary to achieve high-accuracy image restoration. In this study, we focus on the Residual Excitation structure and the Attention mechanism that have been proposed in EDCNN and CBAM-DnCNN, respectively. By integrating these mechanisms, we propose an improved DnCNN model. The proposed method enables faster training with a smaller batch size compared with the conventional DnCNN, while maintaining high denoising performance. Its effectiveness is demonstrated through various application examples.
Keyword (in Japanese) (See Japanese page) 
(in English) Image Denoising / DnCNN / Attention / Residual Excitation / Deep learning / / /  
Reference Info. IEICE Tech. Rep., vol. 125, no. 356, IE2025-74, pp. 113-118, Feb. 2026.
Paper # IE2025-74 
Date of Issue 2026-02-12 (ITS, IE) 
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 ITS2025-59 IE2025-74

Conference Information
Committee IE ITS ITE-MMS ITE-ME ITE-AIT ITE-SIP  
Conference Date 2026-02-19 - 2026-02-20 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To IE 
Conference Code 2026-02-IE-ITS-MMS-ME-AIT-SIP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Image Denoising Method Based on DnCNN with Low Training Cost 
Sub Title (in English)  
Keyword(1) Image Denoising  
Keyword(2) DnCNN  
Keyword(3) Attention  
Keyword(4) Residual Excitation  
Keyword(5) Deep learning  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Deyu Gong  
1st Author's Affiliation Nihon University (Nihon Univ.)
2nd Author's Name Mitsuhiko Meguro  
2nd Author's Affiliation Nihon University (Nihon Univ.)
3rd Author's Name  
3rd Author's Affiliation ()
4th Author's Name  
4th Author's Affiliation ()
5th Author's Name  
5th Author's Affiliation ()
6th Author's Name  
6th Author's Affiliation ()
7th Author's Name  
7th Author's Affiliation ()
8th Author's Name  
8th Author's Affiliation ()
9th Author's Name  
9th Author's Affiliation ()
10th Author's Name  
10th Author's Affiliation ()
11th Author's Name  
11th Author's Affiliation ()
12th Author's Name  
12th Author's Affiliation ()
13th Author's Name  
13th Author's Affiliation ()
14th Author's Name  
14th Author's Affiliation ()
15th Author's Name  
15th Author's Affiliation ()
16th Author's Name  
16th Author's Affiliation ()
17th Author's Name  
17th Author's Affiliation ()
18th Author's Name  
18th Author's Affiliation ()
19th Author's Name  
19th Author's Affiliation ()
20th Author's Name  
20th Author's Affiliation ()
21st Author's Name  
21st Author's Affiliation ()
22nd Author's Name  
22nd Author's Affiliation ()
23rd Author's Name  
23rd Author's Affiliation ()
24th Author's Name  
24th Author's Affiliation ()
25th Author's Name  
25th Author's Affiliation ()
26th Author's Name / /
26th Author's Affiliation ()
()
27th Author's Name / /
27th Author's Affiliation ()
()
28th Author's Name / /
28th Author's Affiliation ()
()
29th Author's Name / /
29th Author's Affiliation ()
()
30th Author's Name / /
30th Author's Affiliation ()
()
31st Author's Name / /
31st Author's Affiliation ()
()
32nd Author's Name / /
32nd Author's Affiliation ()
()
33rd Author's Name / /
33rd Author's Affiliation ()
()
34th Author's Name / /
34th Author's Affiliation ()
()
35th Author's Name / /
35th Author's Affiliation ()
()
36th Author's Name / /
36th Author's Affiliation ()
()
Speaker Author-1 
Date Time 2026-02-19 16:30:00 
Presentation Time 15 minutes 
Registration for IE 
Paper # ITS2025-59, IE2025-74 
Volume (vol) vol.125 
Number (no) no.355(ITS), no.356(IE) 
Page pp.113-118 
#Pages 6 
Date of Issue 2026-02-12 (ITS, IE) 

[Return to Top Page]

[Return to IEICE Web Page]
The Institute of Electronics, Information and Communication Engineers (IEICE), Japan