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 2025-12-18 14:55
A study on lightweight and highly accurate CNN based video prediction models
Masaki Nakahara, Jiro Katto (Waseda Univ.) IE2025-45
Abstract (in Japanese) (See Japanese page) 
(in English) In recent years, many video prediction models have been proposed to predict future frames of video. In this study, we replace the InceptionU module of SimVP, a video prediction model composed solely of CNN, with other networks. We also propose improving the loss function and inserting sthe kip connections. The proposed method extracts temporal features using the replaced networks and predicts future frames while preserving object contours using edge loss and skip connections. Quantitative evaluation of the generated frames using multiple objective evaluation metrics confirmed that the proposed method achieves better results than existing models.
Keyword (in Japanese) (See Japanese page) 
(in English) Frame Prediction / Frame Extrapolation / SimVP / MogaNet / Sobel filter / U-Net / /  
Reference Info. IEICE Tech. Rep., vol. 125, no. 304, IE2025-45, pp. 25-29, Dec. 2025.
Paper # IE2025-45 
Date of Issue 2025-12-11 (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 IE2025-45

Conference Information
Committee IE CS  
Conference Date 2025-12-18 - 2025-12-19 
Place (in Japanese) (See Japanese page) 
Place (in English) Kaikyo Messe Shimonoseki 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Image coding, Communications and streaming technologies, etc. 
Paper Information
Registration To IE 
Conference Code 2025-12-IE-CS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A study on lightweight and highly accurate CNN based video prediction models 
Sub Title (in English)  
Keyword(1) Frame Prediction  
Keyword(2) Frame Extrapolation  
Keyword(3) SimVP  
Keyword(4) MogaNet  
Keyword(5) Sobel filter  
Keyword(6) U-Net  
Keyword(7)  
Keyword(8)  
1st Author's Name Masaki Nakahara  
1st Author's Affiliation Waseda University (Waseda Univ.)
2nd Author's Name Jiro Katto  
2nd Author's Affiliation Waseda University (Waseda 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 2025-12-18 14:55:00 
Presentation Time 25 minutes 
Registration for IE 
Paper # IE2025-45 
Volume (vol) vol.125 
Number (no) no.304 
Page pp.25-29 
#Pages 5 
Date of Issue 2025-12-11 (IE) 

[Return to Top Page]

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