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SegPGD: An Effective and Efficient Adversarial Attack for Evaluating and Boosting Segmentation Robustness

European Conference on Computer Vision (ECCV), 2022

25 July 2022

Jindong Gu

Papers citing "SegPGD: An Effective and Efficient Adversarial Attack for Evaluating and Boosting Segmentation Robustness"

50 / 59 papers shown

Title
Layer-wise Noise Guided Selective Wavelet Reconstruction for Robust Medical Image Segmentation Yuting Lu Ziliang Wang Weixin Xu Wei Zhang Yongqiang Zhao Yang Yu Xiaohong Zhang OOD 157 0 0 20 Nov 2025
Vanish into Thin Air: Cross-prompt Universal Adversarial Attacks for SAM2 Ziqi Zhou Yifan Hu Yufei Song Zijing Li Shengshan Hu Leo Yu Zhang Dezhong Yao Long Zheng Hai Jin AAML 88 4 0 28 Oct 2025
SegTrans: Transferable Adversarial Examples for Segmentation Models Yufei Song Ziqi Zhou Qi Lu Hangtao Zhang Yifan Hu Lulu Xue Shengshan Hu Minghui Li Leo Yu Zhang 108 4 0 10 Oct 2025
DARD: Dice Adversarial Robustness Distillation against Adversarial Attacks Jing Zou Shungeng Zhang Meikang Qiu Chong Li AAML 48 0 0 15 Sep 2025
Efficient Model-Based Purification Against Adversarial Attacks for LiDAR Segmentation Alexandros Gkillas Ioulia Kapsali Nikos Piperigkos Aris Lalos AAML 3DPC 92 0 0 25 Aug 2025
ConSeg: Contextual Backdoor Attack Against Semantic Segmentation Bilal Hussain Abbasi Zirui Gong Yanjun Zhang Shang Gao A. Robles-Kelly Leo Yu Zhang 140 0 0 26 Jul 2025
3D Gaussian Splatting Driven Multi-View Robust Physical Adversarial Camouflage Generation Tianrui Lou Xiaojun Jia Yaning Tan Jiawei Liang Ming Zhang Yanjun Xiao Xiaochun Cao 3DGS AAML 139 0 0 02 Jul 2025
Proxy-Embedding as an Adversarial Teacher: An Embedding-Guided Bidirectional Attack for Referring Expression Segmentation Models Xingbai Chen Tingchao Fu Renyang Liu Wei Zhou Chao Yi AAML 194 0 0 19 Jun 2025
PatchGuard: Adversarially Robust Anomaly Detection and Localization through Vision Transformers and Pseudo AnomaliesComputer Vision and Pattern Recognition (CVPR), 2025 Mojtaba Nafez Amirhossein Koochakian Arad Maleki Jafar Habibi M. Rohban AAML 209 2 0 10 Jun 2025
$$\texttt{AVROBUSTBENCH}$: Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time$ $\texttt{AVROBUSTBENCH}$ : Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time Sarthak Kumar Maharana Saksham Singh Kushwaha Baoming Zhang Adrian Rodriguez Songtao Wei Yapeng Tian Yunhui Guo TTA VLM 158 0 0 31 May 2025
Are Synthetic Corruptions A Reliable Proxy For Real-World Corruptions? Shashank Agnihotri David Schader Nico Sharei Mehmet Ege Kaçar Margret Keuper 340 3 0 07 May 2025
Adversarial Examples in Environment Perception for Automated Driving (Review) Jun Yan Huilin Yin AAML 216 1 0 11 Apr 2025
PB-UAP: Hybrid Universal Adversarial Attack For Image Segmentation Yufei Song Ziqi Zhou Minghui Li Xiaobei Wang Hangtao Zhang Menghao Deng Wei Wan Shengshan Hu L. Zhang AAML 515 11 0 21 Dec 2024
DarkSAM: Fooling Segment Anything Model to Segment NothingNeural Information Processing Systems (NeurIPS), 2024 Ziqi Zhou Yufei Song Minghui Li Shengshan Hu Xianlong Wang Leo Yu Zhang Dezhong Yao Hai Jin 204 25 0 26 Sep 2024
Detecting Adversarial Attacks in Semantic Segmentation via Uncertainty Estimation: A Deep Analysis Kira Maag Roman Resner Asja Fischer AAML 176 0 0 19 Aug 2024
Segment-Anything Models Achieve Zero-shot Robustness in Autonomous Driving Jun Yan Pengyu Wang Danni Wang Weiquan Huang Daniel Watzenig Huilin Yin AAML VLM 149 6 0 19 Aug 2024
Multimodal Unlearnable Examples: Protecting Data against Multimodal Contrastive Learning Xinwei Liu Yang Liu Yuan Xun Yaning Tan Simeng Qin 227 12 0 23 Jul 2024
Benchmarking Robust Self-Supervised Learning Across Diverse Downstream Tasks Antoni Kowalczuk Jan Dubiñski Atiyeh Ashari Ghomi Yi Sui George Stein Jiapeng Wu Jesse C. Cresswell Franziska Boenisch Adam Dziedzic SSL AAML 209 4 0 17 Jul 2024
Evaluating the Adversarial Robustness of Semantic Segmentation: Trying Harder Pays Off L. Halmosi Bálint Mohos Márk Jelasity AAML 124 1 0 12 Jul 2024
Enhancing Cross-Prompt Transferability in Vision-Language Models through Contextual Injection of Target Tokens Xikang Yang Xuehai Tang Fuqing Zhu Jizhong Han Songlin Hu VLM AAML 146 3 0 19 Jun 2024
On Evaluating Adversarial Robustness of Volumetric Medical Segmentation Models H. Malik Numan Saeed Asif Hanif Muzammal Naseer Mohammad Yaqub Salman Khan Fahad Shahbaz Khan 167 4 0 12 Jun 2024
Beware of Aliases -- Signal Preservation is Crucial for Robust Image Restoration Shashank Agnihotri Julia Grabinski Janis Keuper Margret Keuper 149 8 0 11 Jun 2024
Batch-in-Batch: a new adversarial training framework for initial perturbation and sample selection Yinting Wu Pai Peng Bo Cai Le Li . AAML 175 3 0 06 Jun 2024
Reproducibility Study on Adversarial Attacks Against Robust Transformer Trackers Fatemeh Nourilenjan Nokabadi Jean-Franccois Lalonde Christian Gagné AAML 128 3 0 03 Jun 2024
Infrared Adversarial Car StickersComputer Vision and Pattern Recognition (CVPR), 2024 Xiaopei Zhu Yuqiu Liu Zhan Hu Jianmin Li Xiaolin Hu AAML 233 3 0 16 May 2024
Unsegment Anything by Simulating DeformationComputer Vision and Pattern Recognition (CVPR), 2024 Jiahao Lu Xingyi Yang Xinchao Wang 196 5 0 03 Apr 2024
As Firm As Their Foundations: Can open-sourced foundation models be used to create adversarial examples for downstream tasks? Anjun Hu Jindong Gu Francesco Pinto Konstantinos Kamnitsas Juil Sock AAML SILM 162 8 0 19 Mar 2024
An Image Is Worth 1000 Lies: Adversarial Transferability across Prompts on Vision-Language Models Haochen Luo Jindong Gu Fengyuan Liu Juil Sock VLM VPVLM AAML 214 32 0 14 Mar 2024
Hide in Thicket: Generating Imperceptible and Rational Adversarial Perturbations on 3D Point CloudsComputer Vision and Pattern Recognition (CVPR), 2024 Tianrui Lou Yang Liu Jindong Gu Li Liu Yaning Tan Bangyan He Simeng Qin 143 27 0 08 Mar 2024
Catastrophic Overfitting: A Potential Blessing in Disguise Mengnan Zhao Lihe Zhang Yuqiu Kong Baocai Yin AAML 177 1 0 28 Feb 2024
Delving into Decision-based Black-box Attacks on Semantic Segmentation Zhaoyu Chen Zhengyang Shan Jingwen Chang Kaixun Jiang Dingkang Yang Yiting Cheng Wenqiang Zhang AAML 153 0 0 02 Feb 2024
Inducing High Energy-Latency of Large Vision-Language Models with Verbose ImagesInternational Conference on Learning Representations (ICLR), 2024 Kuofeng Gao Yang Bai Jindong Gu Shu-Tao Xia Juil Sock Zhifeng Li Wei Liu VLM 164 63 0 20 Jan 2024
Does Few-shot Learning Suffer from Backdoor Attacks?AAAI Conference on Artificial Intelligence (AAAI), 2023 Xinwei Liu Yang Liu Jindong Gu Yuan Xun Yaning Tan Simeng Qin 190 22 0 31 Dec 2023
Adversarial Infrared Curves: An Attack on Infrared Pedestrian Detectors in the Physical World Chen-Hao Hu Weiwen Shi AAML 168 7 0 21 Dec 2023
TranSegPGD: Improving Transferability of Adversarial Examples on Semantic Segmentation Yang Liu Jindong Gu Yihao Huang Simeng Qin Qing Guo Yang Liu Simeng Qin 204 6 0 03 Dec 2023
Improving Feature Stability during Upsampling -- Spectral Artifacts and the Importance of Spatial ContextEuropean Conference on Computer Vision (ECCV), 2023 Shashank Agnihotri Julia Grabinski Margret Keuper 274 12 0 29 Nov 2023
Segment (Almost) Nothing: Prompt-Agnostic Adversarial Attacks on Segmentation Models Francesco Croce Matthias Hein VLM 154 5 0 24 Nov 2023
Uncertainty-weighted Loss Functions for Improved Adversarial Attacks on Semantic SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Kira Maag Asja Fischer AAML SSeg 145 12 0 26 Oct 2023
Adversarial Attacks on Video Object Segmentation with Hard Region Discovery P. Li Yu Zhang L. Yuan Jian Zhao Xianghua Xu Xiaoqing Zhang AAML VOS 166 18 0 25 Sep 2023
A Review of Adversarial Attacks in Computer Vision Yutong Zhang Yao Li Yin Li Zhichang Guo AAML 165 5 0 15 Aug 2023
PAIF: Perception-Aware Infrared-Visible Image Fusion for Attack-Tolerant Semantic SegmentationACM Multimedia (ACM MM), 2023 Zhu Liu Jinyuan Liu Ben-xi Zhang Long Ma Xin-Yue Fan Risheng Liu AAML 168 54 0 08 Aug 2023
Transferable Attack for Semantic Segmentation Mengqi He Jing Zhang Zhaoyuan Yang Mingyi He Nick Barnes Yuchao Dai 145 2 0 31 Jul 2023
On the unreasonable vulnerability of transformers for image restoration -- and an easy fix Shashank Agnihotri Kanchana Vaishnavi Gandikota Julia Grabinski Paramanand Chandramouli Margret Keuper 155 11 0 25 Jul 2023
On Evaluating the Adversarial Robustness of Semantic Segmentation Models L. Halmosi Márk Jelasity AAML VLM 256 2 0 25 Jun 2023
Towards Reliable Evaluation and Fast Training of Robust Semantic Segmentation ModelsEuropean Conference on Computer Vision (ECCV), 2023 Francesco Croce Naman D. Singh Matthias Hein VLM 165 12 0 22 Jun 2023
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 278 13 0 21 Jun 2023
Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language ModelsNeural Information Processing Systems (NeurIPS), 2023 Shuo Chen Jindong Gu Zhen Han Yunpu Ma Juil Sock Volker Tresp VPVLM VLM 308 30 0 03 Jun 2023
On the Robustness of Segment Anything Yihao Huang Yue Cao Tianlin Li Felix Juefei Xu Di Lin Ivor W.Tsang Yang Liu Qing Guo AAML VLM 180 32 0 25 May 2023
PEARL: Preprocessing Enhanced Adversarial Robust Learning of Image Deraining for Semantic SegmentationACM Multimedia (ACM MM), 2023 Xianghao Jiao Yao-Tsorng Liu Jiaxin Gao Xinyuan Chu Risheng Liu Xin-Yue Fan VLM 154 10 0 25 May 2023
Uncertainty-based Detection of Adversarial Attacks in Semantic Segmentation Kira Maag Asja Fischer AAML UQCV 201 5 0 22 May 2023