穆攀

穆攀，2021年-今 浙江工业大学，计算机科学与技术学院、软件学院，硕士生导师。研究方向主要有：图像/视频处理、智慧气象。主持国家自然基金青年基金，浙江省自然科学基金；在国内外知名学术期刊或会议上发表论文20余篇，如ACM MM、ICML、IEEE TPAMI, IEEE TIP, IEEE TCSVT, IEEE SPL等。

欢迎对科研感兴趣的同学前来咨询！

科研项目

• 面向底层视觉模型泛化的双层优化理论与方法研究 国家自然科学青年基金项目 2023.1—2025.12  负责

• 面向复杂环境水下图像增强的双层优化迁移学习方法研究 浙江省自然科学基金 2023.1—2025.12  负责

• 基于多层次解耦表征学习的复杂病灶可解释性建模方法研究 国家自然科学面上基金项目 2023.1—2026.12  参与

• 计算机自动合成的医学影像的内容合理性评估方法研究 国家自然科学面上基金项目 2023.1—2026.12  参与

• 水下多模态光信息的融合成像方法研究 国家自然科学面上基金项目 2020.1—2023.12  参与

科研成果

1. Cheng Huang1,5, Pan Mu1,5, Jinglin Zhang2, Sixian Chan1, Shiqi Zhang1,Hanting Yan1, Shengyong Chen3 & Cong BaiCheng Huang1,5, Pan Mu1,5, Jinglin Zhang2, Sixian Chan1, Shiqi Zhang1,Hanting Yan1, Shengyong Chen3 & Cong BaiCheng Huang,Pan Mu, Jinglin Zhang,Sixian Chan, Shiqi Zhang, Hanting Yan, Shengyong Chen and Cong Bai.“Benchmark dataset and deep learning method for global tropical cyclone forecasting”. Nature Communications 2025. 

2. Hanting Yan, Pan Mu, Shiqi Zhang, Yuchao Zhu, Jinglin Zhang, Cong Bai. “IDOL: Meeting Diverse Distribution Shifts with Prior Physics for Tropical Cyclone Multi-Task Estimation”. In NeurIPS 2025. (CCF A）

3. Linxuan Luo, Pan Mu*, Cong Bai. “Physics-Coupled Frequency Dynamic Adaptation Network for Domain Generalized Underwater Object Detection”. In ACMMM 2025. （CCF A）

4. Shiqi Zhang, Pan Mu, Cheng Huang, Jinglin Zhang, Cong Bai. “TC-Diffuser: Bi-condition multi-modal diffusion for tropical cyclone forecasting”. In AAAI 2025.（CCF A）

5. Yanling Zhang,, Linxuan Luo, Pan Mu*, and Cong Bai. “Prompt-UIE: A Unified Prompt-Driven Framework for Underwater Image Enhancement”. In ICASSP 2025 （CCF B）

6. Hanting Yan, Pan Mu*, Cheng Huang, Jinglin Zhang and Cong Bai. “Phy-CoCo: Physical Constraint-based Correlation Learning for Tropical Cyclone Intensity and Size Estimation”. In ECAI 2024. （CCF B） 

7. Pan Mu;Binjia Zhou;Qirui Wang;Zhiying Du;Xiaoyan Wang. “BFMEF: Brightness-Free Multi-exposure Image Fusion via Adaptive Correction”. IEEE ICME 2024 (CCF B)

8. Pan Mu, Guanyao Wu, Jinyuan Liu, Yuduo Zhang, Xin Fan and Risheng Liu, “Learning to Search a Lightweight Generalized Network for Medical Image Fusion”，IEEE Transactions on Circuits and Systems for Video Technology, 2024. (CCF A类期刊）

9. Hanning Xu;Pan Mu*;Zheyuan Liu; Shichao Cheng. “Underwater image enhancement via color conversion and white balance-based fusion”. The Visual Computer 2024.

10. Zheyuan Liu; Hanning Xu; Pan Mu*; Enhancing Multiple-Style Image Colorization through Context-Aware Codebook and Multi-Stage Learning. 2024. 

11. Risheng Liu;Zhu Liu;Pan Mu;Xin Fan;Zhongxuan Luo. “Optimization-inspired Learning with Architecture Augmentations and Control Mechanisms for Low-level Vision”. IEEE Transactions on Image Processing. 2023 (CCF A类期刊）

12. Pan Mu; Zhiying Du; Jinyuan Liu; Cong Bai. “Little Strokes Fell Great Oaks: Boosting the Hierarchical Features for Multi-exposure Image Fusion”. ACMMM2023 (CCF A类会议)

13. Pan Mu; Hanning Xu; Zheyuan Liu; Zheng Wang; Sixian Chan; Cong Bai. “A Generalized Physical-knowledge-guided Dynamic Model for Underwater Image Enhancement”. ACMMM2023 (CCF A类会议)

14. Pan Mu;Jing Fang;Haotian Qian;Cong Bai.“Transmission and Color-guided Network for Underwater Image Enhancement” ICME 2023 (CCF B 类会议)

15. Defang Cai; Pan Mu*; Sixian Chan; Zhanpeng Shao; Cong Bai. “Towards General and Fast Video Derain via Knowledge Distillation”.  ICME 2023 (CCF B 类会议)

16. Zheyuan Liu; Pan Mu*; Hanning Xu; Cong Bai. “Histogram-guided Video Colorization Structure with Spatial-Temporal Connection”. ICME 2023 (CCF B 类会议)

17. Pan Mu; Haotian Qian; Cong Bai. “Structure-Inferred Bi-level Model for Underwater Image Enhancement”.  ACMMM 2022 (CCF A类会议)

18. Risheng Liu; Pan Mu; Xiaoming Yuan; Shangzhi Zeng; Jin Zhang. “A General Descent Aggregation Framework for Gradient-based Bi-level Optimization”. IEEE Transactions on Pattern Analysis and Machine Intelligence. (doi: 10.1109/TPAMI.2022.3140249). （SCI，JCR Q1, CCF  A 类期刊,Top期刊）

19. Haotian Qian, Wentao Tong, Pan Mu*, Zheyuan Liu, Hanning Xu. "Real-world Underwater Image Enhancement via Degradation-aware Dynamic Network". Pacific Rim International Conference on Artificial Intelligence (PRICAI, 2022) (CCF C类会议)

20. Pan Mu; Zhu Liu; Yaohua Liu; Risheng Liu; Xin Fan. “Triple-level Model-inferred Collaborative Network Architecture for Video Deraining”. IEEE Transactions on Image Processing. 2021.（SCI，JCR Q1, CCF  A 类期刊,Top期刊）

21.  Risheng Liu; Pan Mu; Jin Zhang. “On the Convergence of ADMM with Task Adaption and Beyond”. IEEE Transactions on Image Processing. 2021.（SCI，JCR Q1, CCF  A 类期刊,Top期刊）

22. Pan Mu; Jian Chen; Risheng Liu; Wei Zhong; Xin Fan; Zhongxuan Luo. “Image Restoration Via Data-Dependent Proximal Averaged Optimization”. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP, 2020). (CCF B 类会议).

23. Risheng Liu; Pan Mu; Jian Chen; Xin Fan; Zhongxuan Luo. “Investigating Task-Driven Latent Feasibility for Nonconvex Image Modeling”. IEEE Transactions on Image Processing. 2020, (29), 629-7640) (SCI，JCR Q1, CCF  A 类期刊,Top期刊)

24. Risheng Liu; Pan Mu; Xiaoming Yuan; Shangzhi Zeng; Jin Zhang. “A Generic First-Order Algorithmic Framework for Bi-Level Programming Beyond Lower-Level Singleton”. International Conference on Machine Learning (ICML, 2020). (CCF A 类会议)

25. Jian Chen; Pan Mu; Risheng Liu; Xin Fan; Zhongxuan Luo. “Flexible Bilevel Image Layer Modeling For Robust Deraining”. IEEE International Conference on Multimedia and Expo (ICME, 2020). (CCF B 类会议).

26. Xinwei Xue; Ying Ding; Pan Mu; Long Ma; Risheng Liu; Xin Fan. “Sequential Deep Unrolling with Flow Priors for Robust Video Deraining”. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP, 2020). (CCF B 类会议).

27. Pan Mu; Jian Chen; Risheng Liu; Xin Fan; Zhongxuan Luo. “Learning Bilevel Layer Priors for Single Image Rain Streaks Removal.”IEEE Signal Processing Letter. 2019, 2(26),307–311. (SCI，JCR Q1).

28. Pan Mu; Lei Wang; Chongyang Liu. “A control parameterization method to solve the fractional-order optimal control problem”.Journal of Optimization Theory and Applications (2018): 1-14. (SCI，JCR Q2)

29. Pan Mu; Lei Wang; Yi An; Yanping Ma. “A Novel Fractional Microbial Batch Culture Process and Parameter Identification”. Differential Equations and Dynamical Systems. 2018 26(1-3), 265-277.

指导研究生

张诗琪 发表CCF A类论文（eg. AAAI）

严涵婷 发表CCF A类论文（eg. NeurIPS）

骆霖轩 发表CCF A类论文（eg. ACM MM）

黄诚 发表CCF A类论文（eg. ICML, Nature Communications）

张燕玲 发表CCF B论文

蔡德方 发表CCF B论文

方靖     发表CCF B论文

指导本科生

刘哲源（保送复旦大学）

许函宁（保送复旦大学）

杜智颖（保送复旦大学）

钱浩天（保送浙江大学）