Paper Abstract and Keywords |
Presentation |
2022-05-26 10:03
An Initial Study on Display-to-Camera Communication Systems Using Adversarial Attack on CNN Depth Estimation Model Lee Changseok, Hiraku Okada (Nagoya Univ.), Tadahiro Wada (Shizuoka Univ.), Chedlia Ben Naila, Masaaki Katayama (Nagoya Univ.) SeMI2022-2 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Hidden screen-camera communication requires visual quality and robust communication performance. In this study, we demonstrate hidden screen-camera communication system using adversarial attack on CNN depth estimation model and evaluate visual and communication performance. An adversarial attack on CNN depth estimation model can change the output of CNN model while not being seen by human vision system. We take advantage of the adversarial attack to embed data into the output of CNN depth estimation model so that we can achieve hidden screen-camera communication. For an initial study, we clarify potential of system by evaluating performance while assuming that there are no noises or distortions by displays or cameras. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
display-camera visible light communication / adversarial attack / deep learning / depth prediction / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 46, SeMI2022-2, pp. 5-10, May 2022. |
Paper # |
SeMI2022-2 |
Date of Issue |
2022-05-19 (SeMI) |
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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SeMI2022-2 |
Conference Information |
Committee |
SeMI IPSJ-DPS IPSJ-MBL IPSJ-ITS |
Conference Date |
2022-05-26 - 2022-05-27 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
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Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
SeMI |
Conference Code |
2022-05-SeMI-DPS-MBL-ITS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
An Initial Study on Display-to-Camera Communication Systems Using Adversarial Attack on CNN Depth Estimation Model |
Sub Title (in English) |
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Keyword(1) |
display-camera visible light communication |
Keyword(2) |
adversarial attack |
Keyword(3) |
deep learning |
Keyword(4) |
depth prediction |
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1st Author's Name |
Lee Changseok |
1st Author's Affiliation |
Nagoya University (Nagoya Univ.) |
2nd Author's Name |
Hiraku Okada |
2nd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
3rd Author's Name |
Tadahiro Wada |
3rd Author's Affiliation |
Shizuoka University (Shizuoka Univ.) |
4th Author's Name |
Chedlia Ben Naila |
4th Author's Affiliation |
Nagoya University (Nagoya Univ.) |
5th Author's Name |
Masaaki Katayama |
5th Author's Affiliation |
Nagoya University (Nagoya Univ.) |
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Speaker |
Author-1 |
Date Time |
2022-05-26 10:03:00 |
Presentation Time |
18 minutes |
Registration for |
SeMI |
Paper # |
SeMI2022-2 |
Volume (vol) |
vol.122 |
Number (no) |
no.46 |
Page |
pp.5-10 |
#Pages |
6 |
Date of Issue |
2022-05-19 (SeMI) |
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