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Adaptive Detector-Verifier Framework for Zero-Shot Polyp Detection in Open-World Settings
Shengkai Xu, Hsiang Lun Kao, Tianxiang Xu +9
Polyp detectors trained on clean datasets often underperform in real-world endoscopy, where illumination changes, motion blur, and occlusions degrade image quality. Existing approa…
Physics-Informed Video Flare Synthesis and Removal Leveraging Motion Independence between Flare and Scene
Junqiao Wang, Yuanfei Huang, Hua Huang
Lens flare is a degradation phenomenon caused by strong light sources. Existing researches on flare removal have mainly focused on images, while the spatiotemporal characteristics…
Vi-SAFE: A Spatial-Temporal Framework for Efficient Violence Detection in Public Surveillance
Ligang Chang, Shengkai Xu, Liangchang Shen +4
Violence detection in public surveillance is critical for public safety. This study addresses challenges such as small-scale targets, complex environments, and real-time temporal a…