Temporal sparse adversarial attack on sequence-based gait recognition
文献类型：期刊论文
| 作者 | He, Ziwen1,3 ; Wang, Wei2,3; Dong, Jing3; Tan, Tieniu3
|
| 刊名 | PATTERN RECOGNITION
 |
| 出版日期 | 2023 |
| 卷号 | 133页码:11 |
| ISSN号 | 0031-3203 |
| 关键词 | Adversarial attack Gait recognition Temporal sparsity |
| DOI | 10.1016/j.patcog.2022.109028 |
| 通讯作者 | Wang, Wei(wwang@nlpr.ia.ac.cn) |
| 英文摘要 | Gait recognition is widely used in social security applications due to its advantages in long-distance hu-man identification. Recently, sequence-based methods have achieved high accuracy by learning abundant temporal and spatial information. However, their robustness under adversarial attacks in an open world has not been clearly explored. In this paper, we demonstrate that the state-of-the-art gait recognition model is vulnerable to such attacks. To this end, we propose a novel temporal sparse adversarial attack method. Different from previous additive noise models which add perturbations on original samples, we employ a generative adversarial network based architecture to semantically generate adversarial high -quality gait silhouettes or video frames. Moreover, by sparsely substituting or inserting a few adversarial gait silhouettes, the proposed method ensures its imperceptibility and achieves a strong attack ability. The experimental results show that if only one-fortieth of the frames are attacked, the accuracy of the target model drops dramatically.(c) 2022 Elsevier Ltd. All rights reserved. |
| 资助项目 | National Key Research and Development Pro-gram of China ; National Natural Science Foundation of China ; [2021YFC3320103] ; [61972395] |
| WOS研究方向 | Computer Science ; Engineering |
| 语种 | 英语 |
| 出版者 | ELSEVIER SCI LTD |
| WOS记录号 | WOS:000870987900007 |
| 资助机构 | National Key Research and Development Pro-gram of China ; National Natural Science Foundation of China |
| 源URL | [http://ir.ia.ac.cn/handle/173211/50508]  |
| 专题 | 自动化研究所_智能感知与计算研究中心 |
| 通讯作者 | Wang, Wei |
| 作者单位 | 1.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 2.Chinese Acad Sci, Inst Automat, 95 Zhongguancun East Rd, Beijing 100190, Peoples R China 3.Chinese Acad Sci, Inst Automat, Ctr Res Intelligent Percept & Comp, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | He, Ziwen,Wang, Wei,Dong, Jing,et al. Temporal sparse adversarial attack on sequence-based gait recognition[J]. PATTERN RECOGNITION,2023,133:11. |
| APA | He, Ziwen,Wang, Wei,Dong, Jing,&Tan, Tieniu.(2023).Temporal sparse adversarial attack on sequence-based gait recognition.PATTERN RECOGNITION,133,11. |
| MLA | He, Ziwen,et al."Temporal sparse adversarial attack on sequence-based gait recognition".PATTERN RECOGNITION 133(2023):11. |
入库方式： OAI收割
来源：自动化研究所
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