| Paper Abstract and Keywords |
| Presentation |
2026-06-19 15:00
Entropy-Based Symbol Scheduling Considering CSI Aging in MIMO DeepJSCC Goki Sawada, Shion Inokuma (Tokyo Univ. of Science), Daisuke Hisano (KU), Kazuki Maruta (Tokyo Univ. of Science) RCS2026-85 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper proposes a symbol scheduling strategy for deep joint source-channel coding (DeepJSCC) over time-varying MIMO channels. In high-mobility scenarios, channel state information (CSI) becomes outdated over time (Outdated CSI), causing severe inter-stream interference that significantly degrades image reconstruction. To mitigate this, we focus on image entropy. High-entropy texture regions are sensitive to interference, whereas interference artifacts in low-entropy background regions are less perceptually noticeable. Furthermore, we conjecture that simultaneously transmitting similar low-entropy regions multiplexes similar symbols, suppressing the severe degradation of interference. The proposed strategy allocates high-entropy regions to earlier frame segments with highly accurate CSI, and low-entropy regions to later segments with aged CSI. Simulation results demonstrate that this approach effectively preserves key visual features and improves overall decoding performance under rapid channel variations. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Joint Source-Channel Coding / Deep Learning / DeepJSCC / MIMO / Inter-stream interference / Outdated CSI / / |
| Reference Info. |
IEICE Tech. Rep., vol. 126, no. 72, RCS2026-85, pp. 337-342, June 2026. |
| Paper # |
RCS2026-85 |
| Date of Issue |
2026-06-10 (RCS) |
| 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 |
RCS2026-85 |
| Conference Information |
| Committee |
RCS |
| Conference Date |
2026-06-17 - 2026-06-19 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
The Ohama Nobumoto Memorial Hall |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
First Presentation in IEICE Technical Committee, Resource Control, Scheduling, Wireless Communications, etc. |
| Paper Information |
| Registration To |
RCS |
| Conference Code |
2026-06-RCS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Entropy-Based Symbol Scheduling Considering CSI Aging in MIMO DeepJSCC |
| Sub Title (in English) |
|
| Keyword(1) |
Joint Source-Channel Coding |
| Keyword(2) |
Deep Learning |
| Keyword(3) |
DeepJSCC |
| Keyword(4) |
MIMO |
| Keyword(5) |
Inter-stream interference |
| Keyword(6) |
Outdated CSI |
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Goki Sawada |
| 1st Author's Affiliation |
Tokyo University of Science (Tokyo Univ. of Science) |
| 2nd Author's Name |
Shion Inokuma |
| 2nd Author's Affiliation |
Tokyo University of Science (Tokyo Univ. of Science) |
| 3rd Author's Name |
Daisuke Hisano |
| 3rd Author's Affiliation |
Keio University (KU) |
| 4th Author's Name |
Kazuki Maruta |
| 4th Author's Affiliation |
Tokyo University of Science (Tokyo Univ. of Science) |
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| Speaker |
Author-1 |
| Date Time |
2026-06-19 15:00:00 |
| Presentation Time |
20 minutes |
| Registration for |
RCS |
| Paper # |
RCS2026-85 |
| Volume (vol) |
vol.126 |
| Number (no) |
no.72 |
| Page |
pp.337-342 |
| #Pages |
6 |
| Date of Issue |
2026-06-10 (RCS) |