Evaluating the Robustness of Semantic Segmentation for Autonomous Driving against Real-World Adversarial Patch Attacks

13 August 2021

Papers citing "Evaluating the Robustness of Semantic Segmentation for Autonomous Driving against Real-World Adversarial Patch Attacks"

42 / 42 papers shown

Title
Robust SAM: On the Adversarial Robustness of Vision Foundation Models Jiahuan Long Zhengqin Xu Tingsong Jiang Wen Yao Shuai Jia Chao Ma Xiaoqian Chen AAML VLM 39 1 0 11 Apr 2025
MAGIC++: Efficient and Resilient Modality-Agnostic Semantic Segmentation via Hierarchical Modality Selection Xu Zheng Yuanhuiyi Lyu Lutao Jiang Jiazhou Zhou Lin Wang Xuming Hu 74 4 0 22 Dec 2024
Fast-Convergent and Communication-Alleviated Heterogeneous Hierarchical Federated Learning in Autonomous Driving Wei-Bin Kou Qingfeng Lin Ming Tang Rongguang Ye Shuai Wang Guangxu Zhu Yik-Chung Wu 32 4 0 29 Sep 2024
Detecting Adversarial Attacks in Semantic Segmentation via Uncertainty Estimation: A Deep Analysis Kira Maag Roman Resner Asja Fischer AAML 26 0 0 19 Aug 2024
Centering the Value of Every Modality: Towards Efficient and Resilient Modality-agnostic Semantic Segmentation Xueye Zheng Yuanhuiyi Lyu Jiazhou Zhou Lin Wang 27 8 0 16 Jul 2024
Rethinking the Threat and Accessibility of Adversarial Attacks against Face Recognition Systems Yuxin Cao Yumeng Zhu Derui Wang Sheng Wen Minhui Xue Jin Lu Hao Ge AAML 42 0 0 11 Jul 2024
Adversarial 3D Virtual Patches using Integrated Gradients Chengzeng You Zhongyuan Hau Binbin Xu Soteris Demetriou 3DPC 32 0 0 01 Jun 2024
Bag of Tricks to Boost Adversarial Transferability Zeliang Zhang Rongyi Zhu Wei Yao Xiaosen Wang Chenliang Xu AAML 47 9 0 16 Jan 2024
Left-right Discrepancy for Adversarial Attack on Stereo Networks Pengfei Wang Xiaofei Hui Beijia Lu Nimrod Lilith Jun Liu Sameer Alam AAML 30 2 0 14 Jan 2024
Towards Robust Semantic Segmentation against Patch-based Attack via Attention Refinement Zheng Yuan Jie Zhang Yude Wang Shiguang Shan Xilin Chen AAML 35 1 0 03 Jan 2024
Generating Visually Realistic Adversarial Patch Xiaosen Wang Kunyu Wang AAML 21 0 0 05 Dec 2023
Segment (Almost) Nothing: Prompt-Agnostic Adversarial Attacks on Segmentation Models Francesco Croce Matthias Hein VLM 25 3 0 24 Nov 2023
Security Challenges in Autonomous Systems Design Mohammad Hamad Sebastian Steinhorst AAML 11 1 0 05 Nov 2023
Uncertainty-weighted Loss Functions for Improved Adversarial Attacks on Semantic Segmentation Kira Maag Asja Fischer AAML SSeg 34 3 0 26 Oct 2023
Enhancing Robust Representation in Adversarial Training: Alignment and Exclusion Criteria Nuoyan Zhou Nannan Wang Decheng Liu Dawei Zhou Xinbo Gao AAML 33 2 0 05 Oct 2023
A Review of Adversarial Attacks in Computer Vision Yutong Zhang Yao Li Yin Li Zhichang Guo AAML 21 3 0 15 Aug 2023
Physical Adversarial Attacks For Camera-based Smart Systems: Current Trends, Categorization, Applications, Research Challenges, and Future Outlook Amira Guesmi Muhammad Abdullah Hanif B. Ouni Muhammed Shafique AAML 26 21 0 11 Aug 2023
Variational Probabilistic Fusion Network for RGB-T Semantic Segmentation Baihong Lin Zengrong Lin Yulan Guo Yulan Zhang Jianxiao Zou Shicai Fan 39 5 0 17 Jul 2023
Adversarial Attacks on Traffic Sign Recognition: A Survey Svetlana Pavlitska Nico Lambing J. Marius Zöllner AAML 21 17 0 17 Jul 2023
Distributional Modeling for Location-Aware Adversarial Patches Xingxing Wei Shouwei Ruan Yinpeng Dong Hang Su DiffM 25 4 0 28 Jun 2023
Towards Reliable Evaluation and Fast Training of Robust Semantic Segmentation Models Francesco Croce Naman D. Singh Matthias Hein VLM 32 7 0 22 Jun 2023
Uncertainty-based Detection of Adversarial Attacks in Semantic Segmentation Kira Maag Asja Fischer AAML UQCV 21 4 0 22 May 2023
Influencer Backdoor Attack on Semantic Segmentation Haoheng Lan Jindong Gu Philip H. S. Torr Hengshuang Zhao AAML 18 6 0 21 Mar 2023
Carpet-bombing patch: attacking a deep network without usual requirements Pol Labarbarie Adrien Chan-Hon-Tong Stéphane Herbin Milad Leyli-Abadi AAML 24 1 0 12 Dec 2022
Physical Adversarial Attack meets Computer Vision: A Decade Survey Hui Wei Hao Tang Xuemei Jia Zhixiang Wang Han-Bing Yu Zhubo Li Shiníchi Satoh Luc Van Gool Zheng Wang AAML 29 43 0 30 Sep 2022
A Survey on Physical Adversarial Attack in Computer Vision Donghua Wang Wen Yao Tingsong Jiang Guijian Tang Xiaoqian Chen AAML 56 38 0 28 Sep 2022
Suppress with a Patch: Revisiting Universal Adversarial Patch Attacks against Object Detection Svetlana Pavlitskaya Jonas Hendl Sebastian Kleim Leopold Müller Fabian Wylczoch J. Marius Zöllner AAML 19 4 0 27 Sep 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
Adversarial Vulnerability of Temporal Feature Networks for Object Detection Svetlana Pavlitskaya Nikolai Polley Michael Weber J. Marius Zöllner AAML 14 2 0 23 Aug 2022
SegPGD: An Effective and Efficient Adversarial Attack for Evaluating and Boosting Segmentation Robustness Jindong Gu Hengshuang Zhao Volker Tresp Philip H. S. Torr AAML 15 73 0 25 Jul 2022
Robustness Analysis of Video-Language Models Against Visual and Language Perturbations Madeline Chantry Schiappa Shruti Vyas Hamid Palangi Y. S. Rawat Vibhav Vineet VLM 120 17 0 05 Jul 2022
Adversarial Patch Attacks and Defences in Vision-Based Tasks: A Survey Abhijith Sharma Yijun Bian Phil Munz Apurva Narayan VLM AAML 21 20 0 16 Jun 2022
CARLA-GeAR: a Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision Models F. Nesti Giulio Rossolini G. D’Amico Alessandro Biondi Giorgio Buttazzo AAML 21 9 0 09 Jun 2022
Defending From Physically-Realizable Adversarial Attacks Through Internal Over-Activation Analysis Giulio Rossolini F. Nesti Fabio Brau Alessandro Biondi Giorgio Buttazzo AAML 22 8 0 14 Mar 2022
SoK: On the Semantic AI Security in Autonomous Driving Junjie Shen Ningfei Wang Ziwen Wan Yunpeng Luo Takami Sato ... Zhenyu Zhong Kang Li Ziming Zhao Chunming Qiao Qi Alfred Chen AAML 15 39 0 10 Mar 2022
Detecting Adversarial Perturbations in Multi-Task Perception Marvin Klingner V. Kumar S. Yogamani Andreas Bär Tim Fingscheidt AAML 27 15 0 02 Mar 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 30 37 0 05 Jan 2022
On Adversarial Robustness of Point Cloud Semantic Segmentation Jiacen Xu Zhe Zhou Boyuan Feng Yufei Ding Zhou Li 3DPC AAML 11 2 0 11 Dec 2021
Adversarial Examples on Segmentation Models Can be Easy to Transfer Jindong Gu Hengshuang Zhao Volker Tresp Philip H. S. Torr AAML 25 14 0 22 Nov 2021
Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes Yuanduo Hong Huihui Pan Weichao Sun Yisong Jia SSeg 138 260 0 15 Jan 2021
The Vulnerability of Semantic Segmentation Networks to Adversarial Attacks in Autonomous Driving: Enhancing Extensive Environment Sensing Andreas Bär Jonas Löhdefink Nikhil Kapoor Serin Varghese Fabian Hüger Peter Schlicht Tim Fingscheidt AAML 106 33 0 11 Jan 2021
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 287 5,837 0 08 Jul 2016