PatchCleanser: Certifiably Robust Defense against Adversarial Patches for Any Image Classifier

20 August 2021

Papers citing "PatchCleanser: Certifiably Robust Defense against Adversarial Patches for Any Image Classifier"

46 / 46 papers shown

Title
Robustness Analysis against Adversarial Patch Attacks in Fully Unmanned Stores Hyunsik Na Wonho Lee Seungdeok Roh Sohee Park Daeseon Choi AAML 16 0 0 13 May 2025
Don't Lag, RAG: Training-Free Adversarial Detection Using RAG Roie Kazoom Raz Lapid Moshe Sipper Ofer Hadar VLM ObjD AAML 57 0 0 07 Apr 2025
Data Free Backdoor Attacks Bochuan Cao Jinyuan Jia Chuxuan Hu Wenbo Guo Zhen Xiang Jinghui Chen Bo-wen Li Dawn Song AAML 74 0 0 09 Dec 2024
RED: Robust Environmental Design Jinghan Yan AAML 70 0 0 26 Nov 2024
New Emerged Security and Privacy of Pre-trained Model: a Survey and Outlook Meng Yang Tianqing Zhu Chi Liu Wanlei Zhou Shui Yu Philip S. Yu AAML ELM PILM 61 1 0 12 Nov 2024
Improving Adversarial Robustness via Decoupled Visual Representation Masking Decheng Liu Tao Chen Chunlei Peng Nannan Wang Ruimin Hu Xinbo Gao AAML 42 1 0 16 Jun 2024
I Don't Know You, But I Can Catch You: Real-Time Defense against Diverse Adversarial Patches for Object Detectors Zijin Lin Yue Zhao Kai Chen Jinwen He AAML 32 0 0 12 Jun 2024
SlowPerception: Physical-World Latency Attack against Visual Perception in Autonomous Driving Chen Ma Ningfei Wang Zhengyu Zhao Qi Alfred Chen Chao Shen 36 0 0 09 Jun 2024
Certifiably Robust RAG against Retrieval Corruption Chong Xiang Tong Wu Zexuan Zhong David Wagner Danqi Chen Prateek Mittal SILM 25 41 0 24 May 2024
Safeguarding Vision-Language Models Against Patched Visual Prompt Injectors Jiachen Sun Changsheng Wang Jiong Wang Yiwei Zhang Chaowei Xiao AAML VLM 34 3 0 17 May 2024
CrossCert: A Cross-Checking Detection Approach to Patch Robustness Certification for Deep Learning Models Qili Zhou Zhengyuan Wei Haipeng Wang Bo Jiang William Chan AAML 37 1 0 13 May 2024
BadPart: Unified Black-box Adversarial Patch Attacks against Pixel-wise Regression Tasks Zhiyuan Cheng Zhaoyi Liu Tengda Guo Shiwei Feng Dongfang Liu Mingjie Tang Xiangyu Zhang AAML 32 3 0 01 Apr 2024
MMCert: Provable Defense against Adversarial Attacks to Multi-modal Models Yanting Wang Hongye Fu Wei Zou Jinyuan Jia AAML 23 1 0 28 Mar 2024
LOTUS: Evasive and Resilient Backdoor Attacks through Sub-Partitioning Shuyang Cheng Guanhong Tao Yingqi Liu Guangyu Shen Shengwei An Shiwei Feng Xiangzhe Xu Kaiyuan Zhang Shiqing Ma Xiangyu Zhang AAML 32 3 0 25 Mar 2024
Invisible Reflections: Leveraging Infrared Laser Reflections to Target Traffic Sign Perception Takami Sato Sri Hrushikesh Varma Bhupathiraju Michael Clifford Takeshi Sugawara Qi Alfred Chen Sara Rampazzi AAML 25 17 0 07 Jan 2024
LogoStyleFool: Vitiating Video Recognition Systems via Logo Style Transfer Yuxin Cao Ziyu Zhao Xi Xiao Derui Wang Minhui Xue Jin Lu AAML 16 4 0 15 Dec 2023
Fool the Hydra: Adversarial Attacks against Multi-view Object Detection Systems Bilel Tarchoun Quazi Mishkatul Alam Nael B. Abu-Ghazaleh Ihsen Alouani AAML 13 0 0 30 Nov 2023
RADAP: A Robust and Adaptive Defense Against Diverse Adversarial Patches on Face Recognition Xiaoliang Liu Shen Furao Jian Zhao Changhai Nie AAML 19 3 0 29 Nov 2023
Elijah: Eliminating Backdoors Injected in Diffusion Models via Distribution Shift Shengwei An Sheng-Yen Chou Kaiyuan Zhang Qiuling Xu Guanhong Tao ... Shuyang Cheng Shiqing Ma Pin-Yu Chen Tsung-Yi Ho Xiangyu Zhang DiffM AAML 23 28 0 27 Nov 2023
Attention-Based Real-Time Defenses for Physical Adversarial Attacks in Vision Applications Giulio Rossolini Alessandro Biondi Giorgio Buttazzo AAML 15 2 0 19 Nov 2023
Assist Is Just as Important as the Goal: Image Resurfacing to Aid Model's Robust Prediction Abhijith Sharma Phil Munz Apurva Narayan AAML 14 0 0 02 Nov 2023
Adversarial Examples in the Physical World: A Survey Jiakai Wang Xianglong Liu Jin Hu Donghua Wang Siyang Wu Tingsong Jiang Wenbiao Yao Aishan Liu Aishan Liu Jiantao Zhou AAML 33 4 0 01 Nov 2023
PatchCURE: Improving Certifiable Robustness, Model Utility, and Computation Efficiency of Adversarial Patch Defenses Chong Xiang Tong Wu Sihui Dai Jonathan Petit Suman Jana Prateek Mittal 49 2 0 19 Oct 2023
A Majority Invariant Approach to Patch Robustness Certification for Deep Learning Models Qili Zhou Zhengyuan Wei Haipeng Wang William Chan AAML 19 0 0 01 Aug 2023
NSA: Naturalistic Support Artifact to Boost Network Confidence Abhijith Sharma Phil Munz Apurva Narayan AAML 25 1 0 27 Jul 2023
Visual Adversarial Examples Jailbreak Aligned Large Language Models Xiangyu Qi Kaixuan Huang Ashwinee Panda Peter Henderson Mengdi Wang Prateek Mittal AAML 23 137 0 22 Jun 2023
Revisiting Image Classifier Training for Improved Certified Robust Defense against Adversarial Patches Aniruddha Saha Shuhua Yu Arash Norouzzadeh Wan-Yi Lin Chaithanya Kumar Mummadi AAML 19 2 0 22 Jun 2023
Architecture-agnostic Iterative Black-box Certified Defense against Adversarial Patches Dichao Yang Yihao Huang Qing-Wu Guo Felix Juefei Xu Ming Hu Yang Liu G. Pu AAML 24 0 0 18 May 2023
Pick your Poison: Undetectability versus Robustness in Data Poisoning Attacks Nils Lukas Florian Kerschbaum 28 1 0 07 May 2023
Jedi: Entropy-based Localization and Removal of Adversarial Patches Bilel Tarchoun Anouar Ben Khalifa Mohamed Ali Mahjoub Nael B. Abu-Ghazaleh Ihsen Alouani AAML 11 22 0 20 Apr 2023
Mask and Restore: Blind Backdoor Defense at Test Time with Masked Autoencoder Tao Sun Lu Pang Chao Chen Haibin Ling AAML 43 9 0 27 Mar 2023
Agnostic Multi-Robust Learning Using ERM Saba Ahmadi Avrim Blum Omar Montasser Kevin Stangl AAML OOD 34 0 0 15 Mar 2023
Benchmarking Robustness to Adversarial Image Obfuscations Florian Stimberg Ayan Chakrabarti Chun-Ta Lu Hussein Hazimeh Otilia Stretcu ... Merve Kaya Cyrus Rashtchian Ariel Fuxman Mehmet Tek Sven Gowal AAML 29 10 0 30 Jan 2023
BEAGLE: Forensics of Deep Learning Backdoor Attack for Better Defense Shuyang Cheng Guanhong Tao Yingqi Liu Shengwei An Xiangzhe Xu ... Guangyu Shen Kaiyuan Zhang Qiuling Xu Shiqing Ma Xiangyu Zhang AAML 16 14 0 16 Jan 2023
Backdoor Vulnerabilities in Normally Trained Deep Learning Models Guanhong Tao Zhenting Wang Shuyang Cheng Shiqing Ma Shengwei An Yingqi Liu Guangyu Shen Zhuo Zhang Yunshu Mao Xiangyu Zhang SILM 17 17 0 29 Nov 2022
Certified Defences Against Adversarial Patch Attacks on Semantic Segmentation Maksym Yatsura K. Sakmann N. G. Hua Matthias Hein J. H. Metzen AAML 50 17 0 13 Sep 2022
PatchZero: Defending against Adversarial Patch Attacks by Detecting and Zeroing the Patch Ke Xu Yao Xiao Zhao-Heng Zheng Kaijie Cai Ramkant Nevatia AAML 26 28 0 05 Jul 2022
DECK: Model Hardening for Defending Pervasive Backdoors Guanhong Tao Yingqi Liu Shuyang Cheng Shengwei An Zhuo Zhang Qiuling Xu Guangyu Shen Xiangyu Zhang AAML 18 7 0 18 Jun 2022
ObjectSeeker: Certifiably Robust Object Detection against Patch Hiding Attacks via Patch-agnostic Masking Chong Xiang Alexander Valtchanov Saeed Mahloujifar Prateek Mittal AAML 8 21 0 03 Feb 2022
On the Real-World Adversarial Robustness of Real-Time Semantic Segmentation Models for Autonomous Driving Giulio Rossolini F. Nesti G. D’Amico Saasha Nair Alessandro Biondi Giorgio Buttazzo AAML 24 37 0 05 Jan 2022
ResNet strikes back: An improved training procedure in timm Ross Wightman Hugo Touvron Hervé Jégou AI4TS 212 487 0 01 Oct 2021
Jujutsu: A Two-stage Defense against Adversarial Patch Attacks on Deep Neural Networks Zitao Chen Pritam Dash Karthik Pattabiraman AAML 13 18 0 11 Aug 2021
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 271 2,603 0 04 May 2021
PatchGuard++: Efficient Provable Attack Detection against Adversarial Patches Chong Xiang Prateek Mittal AAML 31 42 0 26 Apr 2021
SoK: Certified Robustness for Deep Neural Networks Linyi Li Tao Xie Bo-wen Li AAML 22 128 0 09 Sep 2020
SentiNet: Detecting Localized Universal Attacks Against Deep Learning Systems Edward Chou Florian Tramèr Giancarlo Pellegrino AAML 168 287 0 02 Dec 2018