#perception-systems News & Analysis

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

2 articles

AIBullisharXiv – CS AI · May 117/10

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Operating Within the Operational Design Domain: Zero-Shot Perception with Vision-Language Models

Researchers demonstrate that vision-language models (VLMs) can effectively function as zero-shot sensors for perceiving Operational Design Domains (ODDs) in autonomous systems without task-specific training. The study evaluates four VLMs on ODD classification and detection tasks, finding that chain-of-thought prompting with persona decomposition achieves optimal performance, providing a scalable approach for safety-critical autonomous driving applications.

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.