Author

Zheng Zhang

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Jul 2026

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

InsCAT is proposed, an instance-level contrastive adversarial training framework that prevents detectors from using adversarial texture as an independent decision cue, and consistent gains across separately trained detectors demonstrate applicability across architectures with direct inference.

Yuanhao Huang, Yi-Long Ren, Jinlei Wang et al. · arXiv.org · 0 citations

Jul 2026

Real-time fall detection based on vision for low-power edge platforms

A physics-informed falling detection framework that recasts falling as a stability-loss event in a coupled dynamical system, yielding a sub-50K-parameter network capable of real-time inference on resource-constrained edge devices.

Wenjun Xia, Zhi-Cheng Peng, Haopeng Li et al. · arXiv.org · 0 citations