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Yilong Ren

2 papers indexed

arxivcs.CV2026-07-23

Detectors Learn the Wrong Thing: Shortcut-Resistant Adversarial Training Against Physically Realizable Attacks

Yuanhao Huang, Yilong Ren, Jinlei Wang, Xuesong Bai, Zheng Zhang, Haiyang Yu

AI-enabled visual perception systems are increasingly deployed in intelligent transportation infrastructure and autonomous vehicle related applications. However, physically realizable adversarial appearances pose a significant reliability challenge for these safety-critical syste…

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arxivcs.CV2026-07-19

AdvSerial: Physical Adversarial Attacks on Infrastructure-mounted Pedestrian Detectors via Semantic Feature Suppression

Yuanhao Huang, Yilong Ren, Jinlei Wang, Xuesong Bai, Jinchuan Zhang, Haiyang Yu

AI-based visual perception systems are increasingly deployed in infrastructure surveillance, including roadside monitoring units, highway cameras, and smart-city pedestrian management systems. The security vulnerability of these systems to physical adversarial attacks poses a dir…

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