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. 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）

2. 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）

3. 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） 

4. 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)

5. 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）

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

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

8. 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）

9. 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)

10. 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)

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

12. 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)

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

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

15. 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）

16. 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)

17. 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）

18.  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）

19. 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).

20. 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)

21. 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)

22. 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).

23. 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).

24. 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).

25. 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)

26. 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

蔡德方 发表CCF B论文

方靖     发表CCF B论文

方

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）