研究成果 / PUBLICATIONS

让视觉智能在真实场景中更可靠

围绕医学影像、低照度 RAW 成像与多模态学习，从问题建模、方法设计到真实数据验证，持续缩短算法与实际应用之间的距离。

更清晰的成像 · 更可靠的理解 · 更接近应用的验证

IMAGING / UNDERSTANDING / VALIDATION

* 通讯作者 · † 共同一作

IEEE TCSVT · 2026

Retinex-RAWMamba: Bridging Demosaicing and Denoising for Low-Light RAW Image Enhancement

Xianmin Chen, Longfei Han^*, Peiliang Huang, Xiaoxu Feng, Dingwen Zhang, Junwei Han

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Biomedical Signal Processing and Control · 2026

Frequency-augmented and uncertainty-aware learning for polyp segmentation

Ying Zhai, Huiqian Li, Longfei Han^*, Haisheng Li

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Pattern Recognition · 2025

DecoupleNet: Domain-specific task decoupling network for low-light image enhancement

Peiliang Huang, Xianmin Chen, Xiaoxu Feng, Qiangqiang Wang, Dingwen Zhang, Longfei Han^*, Junwei Han

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Computers and Electrical Engineering · 2025

Adaptive composing augmentations on multi-modal graph convolutional network for disease prediction

Longfei Han, Mengzhen Wang, Xiangsen Zhang, Wenxin Li, Haisheng Li^*, Xiankai Huang

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Signal, Image and Video Processing · 2025

Low-light image denoising with learnable diffusion prior

Longfei Han, Mengzhen Wang

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IEEE JBHI · 2025

MHKD: Multi-Step Hybrid Knowledge Distillation for Low-Resolution Whole Slide Images Glomerulus Detection

Xiangsen Zhang, Longfei Han^*, Chenchu Xu, Zhaohui Zheng, Jin Ding, Xianghui Fu, Dingwen Zhang, Junwei Han

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Neural Networks · 2024

Position-based anchor optimization for point supervised dense nuclei detection

Jieru Yao, Longfei Han, Guangyu Guo, Zhaohui Zheng^*, Runmin Cong, Xiankai Huang, Jin Ding, Kaihui Yang, Dingwen Zhang, Junwei Han

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ACM MM · 2023

Giving Text More Imagination Space for Image-text Matching

Xinfeng Dong, Longfei Han^†, Dingwen Zhang, Li Liu, Junwei Han, Huaxiang Zhang

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CVPR · 2023

Learning to Exploit the Sequence-Specific Prior Knowledge for Image Processing Pipelines Optimization

Haina Qin, Longfei Han, Weihua Xiong, Juan Wang, Wentao Ma, Bing Li, Weiming Hu

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IJCAI · 2017

Self-paced Mixture of Regression

Longfei Han, Dingwen Zhang, Dong Huang, Xiaojun Chang, Junwei Han

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CVPR · 2017

Soft-margin Mixture of Regression

Dong Huang^*, Longfei Han^*, Fernando De la Torre

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