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Fooling the Eyes of Autonomous Vehicles: Robust Physical Adversarial
  Examples Against Traffic Sign Recognition Systems

Fooling the Eyes of Autonomous Vehicles: Robust Physical Adversarial Examples Against Traffic Sign Recognition Systems

Network and Distributed System Security Symposium (NDSS), 2022
17 January 2022
Wei Jia
Zhaojun Lu
Haichun Zhang
Zhenglin Liu
Jie Wang
Gang Qu
    AAML
ArXiv (abs)PDFHTMLGithub

Papers citing "Fooling the Eyes of Autonomous Vehicles: Robust Physical Adversarial Examples Against Traffic Sign Recognition Systems"

21 / 21 papers shown
Robust Physical Adversarial Patches Using Dynamically Optimized Clusters
Robust Physical Adversarial Patches Using Dynamically Optimized Clusters
Harrison Bagley
Will Meakin
Simon Lucey
Yee Wei Law
Tat-Jun Chin
AAML
177
0
0
23 Nov 2025
T2I-Based Physical-World Appearance Attack against Traffic Sign Recognition Systems in Autonomous Driving
T2I-Based Physical-World Appearance Attack against Traffic Sign Recognition Systems in Autonomous Driving
Chen Ma
Ningfei Wang
Junhao Zheng
Qing Guo
Qian Wang
Qi Alfred Chen
Chao Shen
DiffM
259
0
0
17 Nov 2025
FlyTrap: Physical Distance-Pulling Attack Towards Camera-based Autonomous Target Tracking Systems
FlyTrap: Physical Distance-Pulling Attack Towards Camera-based Autonomous Target Tracking Systems
Shaoyuan Xie
Mohamad Fakih
Junchi Lu
Fayzah Alshammari
Ningfei Wang
Takami Sato
Halima Bouzidi
Mohammad Abdullah Al Faruque
Qi Alfred Chen
AAML
224
2
0
24 Sep 2025
Toward Inherently Robust VLMs Against Visual Perception Attacks
Toward Inherently Robust VLMs Against Visual Perception Attacks
Pedram MohajerAnsari
Amir Salarpour
Michael Kuhr
Siyu Huang
Mohammad Hamad
Sebastian Steinhorst
Habeeb Olufowobi
Mert D. Pesé
Mert D. Pesé
AAML
298
0
0
13 Jun 2025
Mitigation of Camouflaged Adversarial Attacks in Autonomous Vehicles--A Case Study Using CARLA Simulator
Mitigation of Camouflaged Adversarial Attacks in Autonomous Vehicles--A Case Study Using CARLA SimulatorInternational Symposium on Circuits and Systems (ISCAS), 2025
Yago Romano Martinez
Brady Carter
Abhijeet Solanki
Wesam Al Amiri
Syed Rafay Hasan
Terry N. Guo
AAML
462
4
0
03 Feb 2025
Breaking Barriers in Physical-World Adversarial Examples: Improving
  Robustness and Transferability via Robust Feature
Breaking Barriers in Physical-World Adversarial Examples: Improving Robustness and Transferability via Robust FeatureAAAI Conference on Artificial Intelligence (AAAI), 2024
Yichen Wang
Yuxuan Chou
Ziqi Zhou
Hangtao Zhang
Wei Wan
Shengshan Hu
Minghui Li
AAML
393
17
0
22 Dec 2024
Flashy Backdoor: Real-world Environment Backdoor Attack on SNNs with DVS
  Cameras
Flashy Backdoor: Real-world Environment Backdoor Attack on SNNs with DVS Cameras
Roberto Riaño
Gorka Abad
S. Picek
A. Urbieta
AAML
414
3
0
05 Nov 2024
The Fluorescent Veil: A Stealthy and Effective Physical Adversarial Patch Against Traffic Sign Recognition
The Fluorescent Veil: A Stealthy and Effective Physical Adversarial Patch Against Traffic Sign Recognition
Shuai Yuan
Xingshuo Han
Hongwei Li
Guowen Xu
Wenbo Jiang
Tao Ni
Qingchuan Zhao
Yuguang Fang
332
7
0
19 Sep 2024
Revisiting Physical-World Adversarial Attack on Traffic Sign
  Recognition: A Commercial Systems Perspective
Revisiting Physical-World Adversarial Attack on Traffic Sign Recognition: A Commercial Systems PerspectiveNetwork and Distributed System Security Symposium (NDSS), 2024
Ningfei Wang
Shaoyuan Xie
Takami Sato
Yunpeng Luo
Kaidi Xu
Qi Alfred Chen
AAML
201
14
0
15 Sep 2024
Secure Traffic Sign Recognition: An Attention-Enabled Universal Image
  Inpainting Mechanism against Light Patch Attacks
Secure Traffic Sign Recognition: An Attention-Enabled Universal Image Inpainting Mechanism against Light Patch Attacks
Hangcheng Cao
Longzhi Yuan
Guowen Xu
Ziyang He
Zhengru Fang
Yuguang Fang
AAML
271
9
0
06 Sep 2024
ControlLoc: Physical-World Hijacking Attack on Visual Perception in
  Autonomous Driving
ControlLoc: Physical-World Hijacking Attack on Visual Perception in Autonomous Driving
Chen Ma
Ningfei Wang
Subrat Kishore Dutta
Qian Wang
Qi Alfred Chen
Chao Shen
AAML
234
4
0
09 Jun 2024
SlowPerception: Physical-World Latency Attack against Visual Perception
  in Autonomous Driving
SlowPerception: Physical-World Latency Attack against Visual Perception in Autonomous Driving
Chen Ma
Ningfei Wang
Subrat Kishore Dutta
Qi Alfred Chen
Chao Shen
370
2
0
09 Jun 2024
Invisible Reflections: Leveraging Infrared Laser Reflections to Target
  Traffic Sign Perception
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
239
32
0
07 Jan 2024
Dynamic Adversarial Attacks on Autonomous Driving Systems
Dynamic Adversarial Attacks on Autonomous Driving Systems
Amirhosein Chahe
Chenan Wang
Abhishek S. Jeyapratap
Kaidi Xu
Lifeng Zhou
AAML
371
19
0
10 Dec 2023
Does Physical Adversarial Example Really Matter to Autonomous Driving?
  Towards System-Level Effect of Adversarial Object Evasion Attack
Does Physical Adversarial Example Really Matter to Autonomous Driving? Towards System-Level Effect of Adversarial Object Evasion AttackIEEE International Conference on Computer Vision (ICCV), 2023
Ningfei Wang
Y. Luo
Takami Sato
Kaidi Xu
Qi Alfred Chen
AAML
249
61
0
23 Aug 2023
Self-Deception: Reverse Penetrating the Semantic Firewall of Large Language Models
Zhenhua Wang
Wei Xie
Kai Chen
Baosheng Wang
Zhiwen Gui
Enze Wang
AAMLSILM
298
7
0
16 Aug 2023
Why Don't You Clean Your Glasses? Perception Attacks with Dynamic
  Optical Perturbations
Why Don't You Clean Your Glasses? Perception Attacks with Dynamic Optical Perturbations
Yi Han
Matthew Chan
Eric Wengrowski
Zhuo Li
Nils Ole Tippenhauer
Mani B. Srivastava
S. Zonouz
L. Garcia
AAML
322
3
0
24 Jul 2023
Towards Generic and Controllable Attacks Against Object Detection
Towards Generic and Controllable Attacks Against Object Detection
Guopeng Li
Yue Xu
Jian Ding
Guisong Xia
AAML
321
8
0
23 Jul 2023
Adversarial Attacks on Traffic Sign Recognition: A Survey
Adversarial Attacks on Traffic Sign Recognition: A Survey
Svetlana Pavlitska
Nico Lambing
J. Marius Zöllner
AAML
258
31
0
17 Jul 2023
A Comprehensive Study on the Robustness of Image Classification and
  Object Detection in Remote Sensing: Surveying and Benchmarking
A Comprehensive Study on the Robustness of Image Classification and Object Detection in Remote Sensing: Surveying and BenchmarkingJournal of remote sensing (JRS), 2023
Shaohui Mei
Jiawei Lian
Xiaofei Wang
Yuru Su
Mingyang Ma
Lap-Pui Chau
AAML
410
15
0
21 Jun 2023
A Survey on Physical Adversarial Attack in Computer Vision
A Survey on Physical Adversarial Attack in Computer Vision
Donghua Wang
Wen Yao
Tingsong Jiang
Guijian Tang
Xiaoqian Chen
AAML
718
51
0
28 Sep 2022
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