Paper Abstract and Keywords |
Presentation |
2020-10-01 13:20
Robustness Evaluation of Detectinon methods for Image manipulation with GANs Miki Tanaka, Hitoshi Kiya (Tokyo Metropolitan Univ.) SIS2020-14 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Recent rapid advances in image manipulation tools and deep image synthesis techniques, such as Generative Adversarial Networks (GANs) have easily generated fake images, so detecting manipulated images has become an urgent issue. In this paper, we evaluate state-of-the-art methods for detecting images manipulated by using GANs in terms of robustness against various manipulation operations. Most forgery detection methods assume that images are generated by using a specific manipulation technique, and the methods aim to detect unique features caused by the manipulation technique. However, the detection performance has not been discussed sufficiently when a number of manipulation techniques such as JPEG compression are applied as the same time. In this paper, robustness of forgery detection methods is evaluated under the use of multiple manipulation techniques. In addition, we investigate a possibility that there is a method with robust hashing which is robust even when multiple manipulation techniques are carried out. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
fake images / GAN / robust / image manipulation / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 120, no. 176, SIS2020-14, pp. 23-28, Oct. 2020. |
Paper # |
SIS2020-14 |
Date of Issue |
2020-09-24 (SIS) |
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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SIS2020-14 |
Conference Information |
Committee |
SIS ITE-BCT |
Conference Date |
2020-10-01 - 2020-10-02 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
System Implementation Technology, Short Range Wireless Systems, Smart Multimedia Systems, Broadcasting Technology, etc. |
Paper Information |
Registration To |
SIS |
Conference Code |
2020-10-SIS-BCT |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Robustness Evaluation of Detectinon methods for Image manipulation with GANs |
Sub Title (in English) |
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fake images |
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GAN |
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robust |
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image manipulation |
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1st Author's Name |
Miki Tanaka |
1st Author's Affiliation |
Tokyo Metropolitan University (Tokyo Metropolitan Univ.) |
2nd Author's Name |
Hitoshi Kiya |
2nd Author's Affiliation |
Tokyo Metropolitan University (Tokyo Metropolitan Univ.) |
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Speaker |
Author-1 |
Date Time |
2020-10-01 13:20:00 |
Presentation Time |
20 minutes |
Registration for |
SIS |
Paper # |
SIS2020-14 |
Volume (vol) |
vol.120 |
Number (no) |
no.176 |
Page |
pp.23-28 |
#Pages |
6 |
Date of Issue |
2020-09-24 (SIS) |
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