李 伟

教 授

出生年月：1985年02月

办公电话：010-68918217

电子邮件：liw@bit.edu.cn

所在学科

信息与通信工程

研究方向

高光谱图像处理、目标检测与识别

个人简历

2019.03 至今：任职于 北京理工大学 信息与电子学院

2013.06-2019.02：任职于 北京化工大学 信息科学与技术学院 教授

2012.06-2013.05：任职于 加州大学戴维斯分校 空间技术与遥感中心 博士后

2009.09-2012.05：就读于 密西西比州立大学 信号与信息处理专业 博士

2007.09-2009.07：就读于 中山大学 信号与信息处理专业 硕士

2003.09-2007.07：就读于 西安电子科技大学 通信工程专业 本科

代表性学术成果

国家青年科学基金A类项目（原国家杰青）获得者，国家重点研发计划项目负责人。主要从事高光谱图像信息提取、目标检测与识别等方向研究。以第一/通讯作者在IEEE TPAMI、TIP、TNNLS等期刊发表论文100余篇，谷歌学术引用3万余次。入选科睿唯安全球高被引科学家和爱思唯尔高被引学者。担任IEEE TGRS、电子学报（英文）等期刊编委。获北京市自然科学一等奖、中国电子学会自然科学一等奖、教育部自然科学二等奖等。部分代表性论文如下：

[1]  C. Gao, W. Li*, D. Weng, R. Tao, X. Xia, and Q. Du,“HIMO: Cross-Arbitrary-Modality Image Invariant Feature Transform with Hierarchical Intrinsic Major Orientation,”IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 48, no. 8, pp. 9001-9018, August 2026.

[2] W. Li, G. Qin, H. Liu, X. Zhang, Y. Zhou, H. Zhang, and X. Xia,“Data-Driven Band Optimization and Frequency-Aware Modeling in Medical Hyperspectral Image Segmentation,”IEEE Transactions on Medical Imaging, vol. 45, no. 7, pp. 3572-3585, July 2026.

[3] Y. Wang, W. Li*, J. E. Fowler, and G. Vivone,“Robust Matrix Completion with Deterministic Sampling via Convex Optimization,”IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 48, no. 6, pp. 6771-6785, June 2026.

[4] H. Wang, W. Li*, X. Xia, and Q. Du,“Causal HyperPrompter: A Framework for Unbiased Hyperspectral Camouflaged Object Tracking,”IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 48, no. 4, pp. 4.

[5] B. Zhao, W. Li*, J. Wang, Y. Zhang, H. Yang, H. Zhao, R. Tao, and Q. Du,“Alliance: All-in-One Spectral-Spatial-Frequency Awareness Foundation Model,”IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 48, no. 3, pp. 3586-3603, March 2026.

[6] W. Li, B. Zhao, M. Zhang, Y. Gao, and J. Wang,“Single-Source Domain Defect-Aware Adaptation and Style-Modulated Generalization Network for Multispectral Image Segmentation,”IEEE Transactions on Cybernetics, vol. 56, no. 3, pp. 1440-1451, March 2026.

[7] Y. Li and W. Li*,“Few-Shot Fine-Grained Classification with Foreground-Aware Kernelized Feature Reconstruction Network,”IEEE Transactions on Image Processing, vol. 35, pp. 150-165, 2026.

[8] Y. Wang, W. Li*, Y. Gui, Q. Du, and J. E. Fowler,“A Generalized Tensor Formulation for Hyperspectral Image Super-Resolution Under General Spatial Blurring,”IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 47, no. 6, pp. 4684-4698, June 2025.

[9] G. Qin, H. Liu, W. Li*, X. Zhang, Y. Guo, and X. Xia,“UFPF: A Universal Feature Perception Framework for Microscopic Hyperspectral Images,”IEEE Transactions on Image Processing, vol. 34, pp. 5513-5526, 2025.

[10] G. Qin, H. Liu, X. Zhang, W. Li*, Y. Guo, and C. Guo,“Semi-Supervised Medical Hyperspectral Image Segmentation Using Adversarial Consistency Constraint Learning and Cross Indication Network,”IEEE Transactions on Image Processing, vol. 34, pp. 5414-5428, 2025.

[11] H. Wang, W. Li*, X. Xia, Q. Du, and J. Tian,“SSF-Net: Spatial-Spectral Fusion Network with Spectral Angle Awareness for Hyperspectral Object Tracking,”IEEE Transactions on Image Processing, vol. 34, pp. 3518-3532, 2025.

[12] Y. Wang, W. Li*, Y. Gui, H. Xie, and L. Zhang,“A Generalized Non-Convex Surrogated Framework for Anomaly Detection on Blurred Hyperspectral Images,”IEEE Transactions on Image Processing, vol. 34, pp. 3108-3122, 2025.

[13] Z. Xiong, W. Li*, X. Zhao, B. Zhang, R. Tao, and Q. Du,“PRF-Net: A Progressive Remote Sensing Image Registration and Fusion Network,”IEEE Transactions on Neural Network and Learning Systems, vol. 36, no. 5, pp. 9437-9450, May 2025.

[14] H. Liu, W. Li*, X. Xia, M. Zhang, Z. Guo, and L. Song,“SegHSI: Semantic Segmentation of Hyperspectral Images With Limited Labeled Pixels,”IEEE Transactions on Image Processing, vol. 33, pp. 6469-6482, 2024.

[15] Y. Gao, W. Li*, J. Wang, M. Zhang, and R. Tao,“Relationship Learning from Multisource Images via Spatial-spectral Perception Network,”IEEE Transactions on Image Processing, vol. 33, pp. 3271-3284, 2024.

[16] J. Wang, W. Li*, Y. Wang, R. Tao, and Q. Du,“Representation-Enhanced Status Replay Network for Multisource Remote-Sensing Image Classification,”IEEE Transactions on Neural Network and Learning Systems, vol. 35, no. 11, pp. 15346-15358, November 2024.　

[17] Y. Wang, W. Li*, N. Liu, Y. Gui, and R. Tao,“FuBay: An Integrated Fusion Framework for Hyperspectral Super-resolution Based on Bayesian Tensor Ring,”IEEE Transactions on Neural Network and Learning Systems, vol. 35, no. 10, pp. 14712-14726, October 2024.

[18]  M. Zhang, X. Zhao, W. Li*, Y. Zhang, R. Tao, and Q. Du,“Cross-Scene Joint Classification of Multisource Data with Multilevel Domain Adaptive Network,”IEEE Transactions on Neural Network and Learning Systems, vol. 35, no. 8, pp. 11514-11526, August 2024.

[19] Y. Zhang, W. Li*, M. Zhang, S. Wang, R. Tao, and Q. Du,“Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification,”IEEE Transactions on Neural Network and Learning Systems, vol. 35, no. 12, pp. 1912-1925, February 2024.

[20] H. Liu, W. Li*, X. Xia, M. Zhang, C. Gao, and R. Tao,“Central Attention Network for Hyperspectral Imagery Classification,”IEEE Transactions on Neural Network and Learning Systems, vol. 34, no. 11, pp. 8989-9003, November 2023.

荣誉奖励

[1] Best Reviewer Award for IEEE Transactions on Geoscience and Remote Sensing（TGRS）

[2] 2020年北京市本科毕业设计优秀指导教师，2020

[3] Excellent Paper Award, IEEE International Conference on Signal, Information and Data Processing (ICSIDP), 2019

[4] Outstanding Paper Award, IEEE International Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (Whispers), 2019

[5] 北京市科技新星计划, 2017

[6] Best Reviewer Award for IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2016

学术兼职及其他

[1] 2020年12月至今，担任《中国图象图形学报》青年编委

[2] 2020年6月至今，担任IEEE Transactions on Geoscience and Remote Sensing领域编委（Topical Associate Editor）

[3] 2019年3月至今，担任IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing编委（Associate Editor）

[4] 2018年1月至今，担任IEEE Signal Processing Letters编委（Associate Editor）

[5] 第11届IEEE CISP-BMEI国际学术会议大会主席