Title:
METHOD AND APPARATUS FOR GENERATING ADVERSARIAL PATCH
Document Type and Number:
WIPO Patent Application WO/2022/222087
Kind Code:
A1
Abstract:
A method for generating a set of adversarial patches for an image is disclosed. The method comprises segmenting the image into a plurality of regions; selecting a set of target regions that satisfies an attacking criterion by discretely searching of the plurality of regions; and generating a set of adversarial patches by using the set of target regions.
Inventors:
ZHU ZIJIAN (CN)
ZHANG YICHI (CN)
SU HANG (CN)
CHENG ZE (CN)
GU XINXIN (CN)
WANG YUNJIA (CN)
ZHANG YICHI (CN)
SU HANG (CN)
CHENG ZE (CN)
GU XINXIN (CN)
WANG YUNJIA (CN)
Application Number:
PCT/CN2021/088875
Publication Date:
October 27, 2022
Filing Date:
April 22, 2021
Export Citation:
Assignee:
BOSCH GMBH ROBERT (DE)
UNIV TSINGHUA (CN)
UNIV TSINGHUA (CN)
International Classes:
G06K9/62; G06K9/00; G06N3/02
Other References:
ZHAO YUSHENG ET AL: "Object Hider: Adversarial Patch Attack Against Object Detectors", ARXIV.ORG, 28 October 2020 (2020-10-28), pages 1 - 4, XP055848907, Retrieved from the Internet [retrieved on 20211007], DOI: 10.1145/1122445.1122456
LIU AISHAN ET AL: "Perceptual-Sensitive GAN for Generating Adversarial Patches", PROCEEDINGS OF THE AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, vol. 33, 17 July 2019 (2019-07-17), pages 1028 - 1035, XP055848914, ISSN: 2159-5399, DOI: 10.1609/aaai.v33i01.33011028
"Advances in Intelligent Data Analysis XIX", vol. 12539, 31 January 2021, SPRINGER INTERNATIONAL PUBLISHING, Cham, ISBN: 978-3-540-35470-3, ISSN: 0302-9743, article RAO SUKRUT ET AL: "Adversarial Training Against Location-Optimized Adversarial Patches", pages: 429 - 448, XP055848925, 032528, DOI: 10.1007/978-3-030-68238-5_32
LIU AISHAN ET AL: "Perceptual-Sensitive GAN for Generating Adversarial Patches", PROCEEDINGS OF THE AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, vol. 33, 17 July 2019 (2019-07-17), pages 1028 - 1035, XP055848914, ISSN: 2159-5399, DOI: 10.1609/aaai.v33i01.33011028
"Advances in Intelligent Data Analysis XIX", vol. 12539, 31 January 2021, SPRINGER INTERNATIONAL PUBLISHING, Cham, ISBN: 978-3-540-35470-3, ISSN: 0302-9743, article RAO SUKRUT ET AL: "Adversarial Training Against Location-Optimized Adversarial Patches", pages: 429 - 448, XP055848925, 032528, DOI: 10.1007/978-3-030-68238-5_32
Attorney, Agent or Firm:
NTD PATENT & TRADEMARK AGENCY LTD. (CN)
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