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Author

Wan-Shu Fan

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Open access Jul 2026

Degradation-Aware Prompt Learning With Cross-Modal Compensation for Adverse Weather Removal

A Degradation-Aware Cross-Modal Prompt Compensation Network that leverages cross-modal degradation cues from a pre-trained vision-language model to condition restoration features within a unified backbone, achieving robust and perceptually consistent restoration across diverse weather conditions.

Wan-Shu Fan, Yunzhe Zhang, Yue Shen et al. · 0 citations
Review Jul 2026

Agentic AI in medicine: architectures, applications, evaluation, and challenges for clinical translation

A scoping review with systematic evidence mapping across five electronic sources, screened 1,649 exportable records, and provisionally included 557 unique studies that met predefined criteria for goal-directed task execution, tool use, interaction with external resources, feedback-based refinement, or multi-agent collaboration.

Zheng Tong, Yang Liu, Wan-Shu Fan et al. · 0 citations
Jul 2026

MambaLIE: Scene Light Intensity-Boosted Low-Light Image Enhancement with State Space Model

This work proposes MambaLIE, a Scene Light Intensity-Boosted Low-Light Image Enhancement method based on a State Space Model (SSM), which outperforms state-of-the-art CNN-based and Transformer-based LIE methods on four widely used synthetic benchmarks and five publicly available real-world benchmarks in terms of accuracy, speed, and model size.

Wanshu Fan, Xiangyu Li, Cong Wang et al. · 0 citations

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