#physical-attacks News & Analysis

2 articles tagged with #physical-attacks. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBearisharXiv – CS AI · Mar 177/10

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Cheating Stereo Matching in Full-scale: Physical Adversarial Attack against Binocular Depth Estimation in Autonomous Driving

Researchers have developed the first physical adversarial attack targeting stereo-based depth estimation in autonomous vehicles, using 3D camouflaged objects that can fool binocular vision systems. The attack employs global texture patterns and a novel merging technique to create nearly invisible threats that cause stereo matching models to produce incorrect depth information.

AIBearisharXiv – CS AI · Mar 37/109

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Physical Evaluation of Naturalistic Adversarial Patches for Camera-Based Traffic-Sign Detection

Researchers evaluated Naturalistic Adversarial Patches (NAPs) that can fool autonomous vehicle traffic sign detection systems in physical environments. The study used a custom dataset and YOLOv5 model to generate patches that successfully reduced STOP sign detection confidence across various real-world testing conditions.