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adversarial patch attack

15 papers

Papers

AntiStyler: Defending Object Detection Models Against Adversarial Patch Attacks Using Style Removal CVPR 2026 PhysPatch: A Physically Realizable and Transferable Adversarial Patch Attack for Multimodal Large Language Models-based Autonomous Driving Systems AAAI 2026 TRACE: Confounder-free Adversarial Fine-tuning for Robust Object Detection WACV 2026 IAP: Invisible Adversarial Patch Attack through Perceptibility-Aware Localization and Perturbation Optimization ICCV 2025 BadPart: Unified Black-box Adversarial Patch Attacks against Pixel-wise Regression Tasks ICML 2024 Beware of Road Markings: A New Adversarial Patch Attack to Monocular Depth Estimation NeurIPS 2024 Detection Defenses: An Empty Promise Against Adversarial Patch Attacks on Optical Flow WACV 2024 Optimal transport based adversarial patch to leverage large scale attack transferability ICLR 2024 PAD: Patch-Agnostic Defense against Adversarial Patch Attacks CVPR 2024 SlowFormer: Adversarial Attack on Compute and Energy Consumption of Efficient Vision Transformers CVPR 2024 Efficient Decision-based Black-box Patch Attacks on Video Recognition ICCV 2023 PatchZero: Defending Against Adversarial Patch Attacks by Detecting and Zeroing the Patch WACV 2023 Understanding and Defending Patched-based Adversarial Attacks for Vision Transformer ICML 2023 Evaluating the Robustness of Semantic Segmentation for Autonomous Driving Against Real-World Adversarial Patch Attacks WACV 2022 Segment and Complete: Defending Object Detectors Against Adversarial Patch Attacks With Robust Patch Detection CVPR 2022