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Author

Hao Sun

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Conference Aug 2026

DSFD-Net: Dual-Stream Frequency-Decoupled Network for Nighttime Low-Light Image Enhancement

Images captured under nighttime conditions often exhibit insufficient brightness, heavy noise contamination, and significant texture corruption. Existing Retinex-inspired enhancement frameworks mainly focus on spatial feature reconstruction while paying limited attention to the coupling between illumination structures...

Yi-Lei Huang, Jing-Yu Li, Hao Sun et al. · 0 citations
Conference Aug 2026

DFE-RFC: Degradation-Robust Feature Network for Object Detection in Adverse Weather

In recent years, object detection methods for adverse weather conditions have developed rapidly, alleviating to some extent the significant performance degradation of conventional object detection methods caused by image degradation. However, existing object detection methods still struggle to effectively represent wea...

Hao Sun, Jingyu Li, Yi-Lei Huang et al. · 0 citations

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