| Paper Abstract and Keywords |
| Presentation |
2021-06-03 16:30
A Study on Compression Artifacts Reduction by a Super-Resolution Network Shion Komatsu, Joi Shimizu, Heming Sun, Jiro Katto (Waseda Univ.) SIP2021-4 BioX2021-4 IE2021-4 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Due to the huge amount of information in digital video signals, video compression is used to reduce the amount of information during storage and transmission. In particular, lossy compression can greatly reduce the amount of information. However, irreversible processing cannot completely restore the input images, and compression artifacts, such as block noise and mosquito noise, are generated. The compression process is designed to make the noise visually unnoticeable, but as the compression ratio increases, the coding distortion becomes more noticeable. In this paper, we propose a method to reduce the coding distortion by applying a super-resolution network as a post-filter to videos encoded by existing video compression techniques such as HEVC. The effectiveness and characteristics of the proposed method are discussed through experiments. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Compression Artifacts / Super Resolution / Video Compression / Deep Learning / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 121, no. 56, IE2021-4, pp. 15-20, June 2021. |
| Paper # |
IE2021-4 |
| Date of Issue |
2021-05-27 (SIP, BioX, 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 |
SIP2021-4 BioX2021-4 IE2021-4 |
| Conference Information |
| Committee |
IE SIP BioX ITE-IST ITE-ME |
| Conference Date |
2021-06-03 - 2021-06-04 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
IE |
| Conference Code |
2021-06-IE-SIP-BioX-IST-ME |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Study on Compression Artifacts Reduction by a Super-Resolution Network |
| Sub Title (in English) |
|
| Keyword(1) |
Compression Artifacts |
| Keyword(2) |
Super Resolution |
| Keyword(3) |
Video Compression |
| Keyword(4) |
Deep Learning |
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| 1st Author's Name |
Shion Komatsu |
| 1st Author's Affiliation |
Waseda University (Waseda Univ.) |
| 2nd Author's Name |
Joi Shimizu |
| 2nd Author's Affiliation |
Waseda University (Waseda Univ.) |
| 3rd Author's Name |
Heming Sun |
| 3rd Author's Affiliation |
Waseda University (Waseda Univ.) |
| 4th Author's Name |
Jiro Katto |
| 4th Author's Affiliation |
Waseda University (Waseda Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2021-06-03 16:30:00 |
| Presentation Time |
30 minutes |
| Registration for |
IE |
| Paper # |
SIP2021-4, BioX2021-4, IE2021-4 |
| Volume (vol) |
vol.121 |
| Number (no) |
no.54(SIP), no.55(BioX), no.56(IE) |
| Page |
pp.15-20 |
| #Pages |
6 |
| Date of Issue |
2021-05-27 (SIP, BioX, IE) |