Adversarial Perturbations Against Real-Time Video Classification Systems

2 July 2018

Amit K. Roy-Chowdhury

A. Swami

AAML

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Papers citing "Adversarial Perturbations Against Real-Time Video Classification Systems"

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Title
Image-based Multimodal Models as Intruders: Transferable Multimodal Attacks on Video-based MLLMs Linhao Huang Xue Jiang Zhiqiang Wang Wentao Mo Xi Xiao Bo Han Yongjie Yin Feng Zheng AAML 158 4 0 02 Jan 2025
LocalStyleFool: Regional Video Style Transfer Attack Using Segment Anything Model Yuxin Cao Jinghao Li Xi Xiao Derui Wang Minhui Xue Hao Ge Wei Liu Guangwu Hu AAML 82 1 0 18 Mar 2024
Efficient Robustness Assessment via Adversarial Spatial-Temporal Focus on Videos Xingxing Wei Songping Wang Huanqian Yan AAML 109 20 0 03 Jan 2023
"Real Attackers Don't Compute Gradients": Bridging the Gap Between Adversarial ML Research and Practice Giovanni Apruzzese Hyrum S. Anderson Savino Dambra D. Freeman Fabio Pierazzi Kevin A. Roundy AAML 107 81 0 29 Dec 2022
Query Efficient Cross-Dataset Transferable Black-Box Attack on Action Recognition Rohit Gupta Naveed Akhtar Gaurav Kumar Nayak Ajmal Mian M. Shah AAML 71 1 0 23 Nov 2022
DeepPerform: An Efficient Approach for Performance Testing of Resource-Constrained Neural Networks Simin Chen Mirazul Haque Cong Liu Wei Yang 110 22 0 10 Oct 2022
StyleFool: Fooling Video Classification Systems via Style Transfer Yu Cao Xi Xiao Ruoxi Sun Derui Wang Minhui Xue Sheng Wen AAML 129 26 0 30 Mar 2022
RoVISQ: Reduction of Video Service Quality via Adversarial Attacks on Deep Learning-based Video Compression Jung-Woo Chang Mojan Javaheripi Seira Hidano F. Koushanfar 93 8 0 18 Mar 2022
Sparse Adversarial Video Attacks with Spatial Transformations Ronghui Mu Wenjie Ruan Leandro Soriano Marcolino Q. Ni AAML 95 19 0 10 Nov 2021
ADC: Adversarial attacks against object Detection that evade Context consistency checks Mingjun Yin Shasha Li Chengyu Song M. Salman Asif Amit K. Roy-Chowdhury S. Krishnamurthy AAML 114 25 0 24 Oct 2021
Adversarial Attacks on Black Box Video Classifiers: Leveraging the Power of Geometric Transformations Shasha Li Abhishek Aich Shitong Zhu M. Salman Asif Chengyu Song Amit K. Roy-Chowdhury S. Krishnamurthy AAML 196 39 0 05 Oct 2021
Reinforcement Learning Based Sparse Black-box Adversarial Attack on Video Recognition Models Zeyuan Wang Chaofeng Sha Su Yang AAML 84 15 0 29 Aug 2021
Multi-Expert Adversarial Attack Detection in Person Re-identification Using Context Inconsistency Xueping Wang Shasha Li Min Liu Yaonan Wang Amit K. Roy-Chowdhury AAML 79 28 0 23 Aug 2021
Universal 3-Dimensional Perturbations for Black-Box Attacks on Video Recognition Systems Shangyu Xie Han Wang Yu Kong Yuan Hong AAML 73 27 0 09 Jul 2021
A Survey On Universal Adversarial Attack Chaoning Zhang Philipp Benz Chenguo Lin Adil Karjauv Jing Wu In So Kweon AAML 93 93 0 02 Mar 2021
A Comprehensive Study of Deep Video Action Recognition Yi Zhu Xinyu Li Chunhui Liu Mohammadreza Zolfaghari Yuanjun Xiong Chongruo Wu Zhi-Li Zhang Joseph Tighe R. Manmatha Mu Li VLM AI4TS 129 188 0 11 Dec 2020
Just One Moment: Structural Vulnerability of Deep Action Recognition against One Frame Attack Ian Ryu Jun-Hyuk Kim Jun-Ho Choi Jong-Seok Lee AAML 97 18 0 30 Nov 2020
MultAV: Multiplicative Adversarial Videos Shao-Yuan Lo Vishal M. Patel AAML 90 9 0 17 Sep 2020
Defending Against Multiple and Unforeseen Adversarial Videos Shao-Yuan Lo Vishal M. Patel AAML 79 24 0 11 Sep 2020
Adversarial Examples on Object Recognition: A Comprehensive Survey A. Serban E. Poll Joost Visser AAML 118 73 0 07 Aug 2020
Connecting the Dots: Detecting Adversarial Perturbations Using Context Inconsistency Shasha Li Shitong Zhu Sudipta Paul Amit K. Roy-Chowdhury Chengyu Song S. Krishnamurthy A. Swami Kevin S. Chan AAML 123 36 0 19 Jul 2020
A Le Cam Type Bound for Adversarial Learning and Applications Qiuling Xu Kevin Bello Jean Honorio AAML 59 1 0 01 Jul 2020
Towards Feature Space Adversarial Attack Qiuling Xu Guanhong Tao Shuyang Cheng Xinming Zhang GAN AAML 66 25 0 26 Apr 2020
Over-the-Air Adversarial Flickering Attacks against Video Recognition Networks Roi Pony I. Naeh Shie Mannor AAML 80 54 0 12 Feb 2020
Appending Adversarial Frames for Universal Video Attack Zhikai Chen Lingxi Xie Shanmin Pang Yong He Qi Tian AAML 70 34 0 10 Dec 2019
FENCE: Feasible Evasion Attacks on Neural Networks in Constrained Environments Alesia Chernikova Alina Oprea AAML 121 40 0 23 Sep 2019
Adversarial Attacks and Defenses in Images, Graphs and Text: A Review Han Xu Yao Ma Haochen Liu Debayan Deb Hui Liu Jiliang Tang Anil K. Jain AAML 79 680 0 17 Sep 2019
Identifying and Resisting Adversarial Videos Using Temporal Consistency Xiaojun Jia Xingxing Wei Xiaochun Cao AAML 42 15 0 11 Sep 2019
Constrained Concealment Attacks against Reconstruction-based Anomaly Detectors in Industrial Control Systems Alessandro Erba Riccardo Taormina S. Galelli Marcello Pogliani Michele Carminati S. Zanero Nils Ole Tippenhauer AAML 81 22 0 17 Jul 2019
Real-Time Adversarial Attacks Yuan Gong Boyang Li C. Poellabauer Yiyu Shi AAML 60 55 0 31 May 2019
Black-box Adversarial Attacks on Video Recognition Models Linxi Jiang Xingjun Ma Shaoxiang Chen James Bailey Yu-Gang Jiang AAML MLAU 79 150 0 10 Apr 2019
Adversarial Framing for Image and Video Classification Konrad Zolna Michal Zajac Negar Rostamzadeh Pedro H. O. Pinheiro AAML 119 61 0 11 Dec 2018
Adversarial Frontier Stitching for Remote Neural Network Watermarking Erwan Le Merrer P. Pérez Gilles Trédan MLAU AAML 88 343 0 06 Nov 2017