Progressive Enhancement Dehazing for object detection in extreme weather

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Zhiying Li, Junhao Wu, Shuyuan Lin, Zheng Wang, Xiaobo Jin, Guanggang Geng, Feiran Huang, Jian Weng

Published: 2025, Last Modified: 21 Jan 2026Eng. Appl. Artif. Intell. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Progressive dehazing method improves real-time detection in foggy conditions.•A channel-adaptive module enhances dehazing and detection in foggy conditions.•A novel style transfer model generates realistic fog to improve the generalization.•Our method achieves strong results on traffic datasets in foggy weather.