李 伟 电话：010-68918217
教授、博士生导师、副院长 邮箱：liw@bit.edu.cn (leewei36@gmail.com)
北京理工大学信息与电子学院 地址：北京理工大学信息科学实验楼508东
李伟，北京理工大学信息与电子学院教授、博士生导师、副院长，国家优秀青年科学基金、北京市杰出青年科学基金获得者。自2022年连续入选科睿唯安全球“高被引科学家”，曾入选北京市科技新星计划。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 TIP、IEEE TNNLS等期刊发表论文100余篇，谷歌学术引用2万余次。获中国电子学会自然科学一等奖、中国指挥与控制学会技术发明一等奖等。现/曾担任IEEE TGRS、IEEE JSTARS、IEEE SPL等期刊编委，和第11届IEEE CISP-BMEI大会主席。
国家自然科学基金优秀青年科学基金项目，“高光谱图像分类”，项目号61922013，负责人，2020.01—2022.12
北京市自然科学基金杰出青年科学基金项目，“高光谱图像处理与应用研究”，项目号JQ20021，负责人，2020.10—2023.12
北京市科技新星计划项目，“用于重大疾病精准诊断的高光谱显微图像细胞检测关键技术研究”，项目号Z171100001117050，负责人，2017.01—2019.12
北京市自然科学基金面上项目，“基于稀疏表示的医学高光谱图像细胞识别关键技术研究”，项目号4172043，负责人，2017.01—2019.12
国家自然科学基金面上项目，“表示模型框架下高光谱遥感影像分类若干技术研究”，项目号61571033，负责人，2016.01—2019.12
国家自然科学基金青年基金项目，“基于最近正则子空间模型的高光谱遥感图像分类及异常检测研究”，项目号61302164，负责人，2014.01—2016.12
[39] 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, in print, 2024.
[38] W. Hu, W. Li*, H. Li, F. Huang, and R. Tao,“Global Clue-Guided Cross-Memory Quaternion Transformer Network for Multisource Remote Sensing Data Classification,”IEEE Transactions on Neural Network and Learning Systems, in print, 2024.
[37] Z. Huang, W. Li*, X. Xia, H. Huang, and R. Tao,“Task-wise Sampling Convolutions for Arbitrary Oriented Object Detection in Aerial Images,”IEEE Transactions on Neural Network and Learning Systems, in print, 2024.
[36] 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.
[35] 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.
[34] 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.
[33] 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.
[32] 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.
[31] 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.
[30] J. Wang, W. Li*, Y. Gao, M. Zhang, R. Tao, and Q. Du,“Hyperspectral and SAR Image Classification via Multiscale Interactive Fusion Network,”IEEE Transactions on Neural Network and Learning Systems, vol. 34, no. 12, pp. 10823-10837, December 2023.
[29] 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.
[28] W. Li, Y. Gao, M. Zhang, R. Tao, and Q. Du,“Asymmetric Feature Fusion Network for Hyperspectral and SAR Image Classification,”IEEE Transactions on Neural Network and Learning Systems, vol. 34, no. 10, pp. 8057-8070, October 2023.
[27] Y. Zhang, W. Li*, M. Zhang, Y. Qu, R. Tao, and H. Qi,“Topological Structure and Semantic Information Transfer Network for Cross-Scene Hyperspectral Image Classification,”IEEE Transactions on Neural Network and Learning Systems, vol. 34, no. 6, pp. 2817-2830, June 2023. [Demo code]
[26] M. Zhang, W. Li*, Y. Zhang, R. Tao, and Q. Du,“Hyperspectral and LiDAR Data Classification Based on Structural Optimization Transmission,”IEEE Transactions on Cybernetics, vol. 53, no. 5, pp. 3153-3164, May 2023.
[25] Y. Zhang, W. Li*, W. Sun, R. Tao, and Q. Du,“Single-Source Domain Expansion Network for Cross-Scene Hperspectral Image Classification,”IEEE Transactions on Image Processing, vol. 32, pp. 1498-1512, February 2023.
[24] J. Liu, Z. Hou, W. Li*, R. Tao, D. Orlando, and H. Li,“Multipixel Anomaly Detection With Unknown Patterns for Hyperspectral Imagery,”IEEE Transactions on Neural Network and Learning Systems, vol. 33, no. 10, pp. 5557-5567, October 2022. [Matlab code]
[23] Y. Gui, W. Li*, X. Xia, R. Tao, and A. Yue,“Infrared Attention Network for Woodland Segmentation Using Multispectral Satellite Images,”IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-14, Art no. 5627214, 2022. [Demo code]
[22] C. Gao, W. Li*, R. Tao, and Q. Du,“MS-HLMO: Multi-Scale Histogram of Local Main Orientation for Remote Sensing Image Registration,”IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-14, Art no. 5626714, 2022. [Demo code]
[21] N. Liu, W. Li*, R. Tao, Q. Du, and J. Chanussot,“Multi-Graph based Low-Rank Tensor Approximation for Hyperspectral Image Restoration,”IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-14, Art no. 5530314, 2022. [Demo code]
[20] W. Li, J. Wang, Y. Gao, M. Zhang, R. Tao, and B. Zhang,“Graph-Feature-Enhanced Selective Assignment Network for Hyperspectral and Multispectral Data Classification,”IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-14, Art no. 5526914, 2022.
[19] Y. Gao, W. Li*, M. Zhang, J. Wang, W. Sun, R. Tao, and Q. Du,“Hyperspectral and Multispectral Classification for Coastal Wetland Using Depthwise Feature Interaction Network,”IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-15, Art no. 5512615, 2022. [Demo code]
[18] L. Li, W. Li*, C. Zhao, Y. Du, R. Tao, and Q. Du,“Prior-Based Tensor Approximation for Anomaly Detection in Hyperspectral Imagery,”IEEE Transactions on Neural Network and Learning Systems, vol. 33, no. 3, pp. 1037-1050, March 2022. [Matlab code]
[17] Z. Huang, W. Li*, X. Xia, and R. Tao,“A General Gaussian Heatmap Label Assignment for Arbitrary-Oriented Object Detection,”IEEE Transactions on Image Processing, vol. 31, pp. 1895-1910, February 2022. [Demo code]
[16] Y. Zhang, W. Li*, R. Tao, J. Peng, Q. Du, and Z. Cai,“Cross-Scene Hyperspectral Image Classification with Discriminative Cooperative Alignment,”IEEE Transactions on Geoscience and Remote Sensing, vol. 59, no. 11, pp. 9646-9660, November 2021. [Matlab code]
[15] N. Liu, L. Li, W. Li*, R. Tao, J. E. Fowler, and J. Chanussot,“Hyperspectral Restoration and Fusion with Multispectral Imagery via Low-Rank Tensor Approximation,”IEEE Transactions on Geoscience and Remote Sensing, vol. 59, no. 9, pp. 7817-7830, September 2021. [Matlab code]
[14] L. Li, W. Li*, Q. Du, and R. Tao,“Low-Rank and Sparse Decomposition with Mixture-of-Gaussian for Hyperspectral Anomaly Detection,”IEEE Transactions on Cybernetics, vol. 51, no. 9, pp. 4363-4372, September 2021. [Matlab code]
[13] M. Zhang, W. Li*, Q. Du, L. Gao, and B. Zhang,“Feature Extraction for Classification of Hyperspectral and LiDAR Data Using Patch-to-Patch CNN,”IEEE Transactions on Cybernetics, vol. 50, no. 1, pp. 100-111, January 2020.
[12] W. Li, Y. Zhang, N. Liu, Q. Du, and R. Tao,“Structure-Aware Collaborative Representation for Hyperspectral Image Classification,”IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no. 9, pp. 7246-7261, September 2019. [Matlab code]
[11] M. Zhang, W. Li*, and Q. Du, “Diverse Region-Based CNN for Hyperspectral Image Classification,”IEEE Transactions on Image Processing, vol. 27, no. 6, pp. 2623-2634, June 2018. [Demo code]
[10] X. Xu, W. Li*, Q. Ran, Q. Du, L. Gao, and B. Zhang, “Multisource Remote Sensing Data Classification Based on Convolutional Neural Network,”IEEE Transactions on Geoscience and Remote Sensing, vol. 56, no. 2, pp. 937-949, February 2018. [Demo code]
[9] W. Li, G. Wu, F. Zhang, and Q. Du, “Hyperspectral Image Classification Using Deep Pixel-Pair Features,”IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 2, pp. 844-853, February 2017. [Matlab code]
[8] W. Li and Q. Du, “Laplacian Regularized Collaborative Graph for Discriminant Analysis of Hyperspectral Imagery,”IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 12, pp. 7066-7076, December 2016.
[7] W. Li, J. Liu, and Q. Du, “Sparse and Low Rank Graph Discriminant Analysis for Hyperspectral Image Classification,”IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 7, pp. 4094-4105, July 2016. [Matlab code]
[6] W. Li, C. Chen, H. Su, and Q. Du, “Local Binary Patterns and Extreme Learning Machine for Hyperspectral Imagery Classification,”IEEE Transactions on Geoscience and Remote Sensing, vol. 53, no. 7, pp. 3681-3693, July 2015. [Matlab code]
[5] W. Li and Q. Du, “Collaborative Representation for Hyperspectral Anomaly Detection,”IEEE Transactions on Geoscience and Remote Sensing, vol. 53, no. 3, pp. 1463-1474, March 2015. [Matlab code]
[4] W. Li, S. Prasad, and J. E. Fowler, “Decision Fusion in Kernel-Induced Spaces for Hyperspectral Image Classification,”IEEE Transactions on Geoscience and Remote Sensing, vol. 52, no. 6, pp. 3399-3411, June 2014. [Matlab code]
[3] W. Li, E. W. Tramel, S. Prasad, and J. E. Fowler, “Nearest Regularized Subspace for Hyperspectral Classification,”IEEE Transactions on Geoscience and Remote Sensing, vol. 52, no. 1, pp. 477-489, January 2014. [Matlab code]
[2] W. Li, S. Prasad, and J. E. Fowler, “Classification and Reconstruction from Random Projections for Hyperspectral Imagery,”IEEE Transactions on Geoscience and Remote Sensing, vol. 51, no. 2, pp. 833-843, February 2013. [Matlab code]
[1] W. Li, S. Prasad, J. E. Fowler, and L. Bruce, “Locality Preserving Dimensionality Reduction and Classification for Hyperspectral Image Analysis,”IEEE Transactions on Geoscience and Remote Sensing, vol. 50, no. 4, pp. 1185-1198, April 2012. [Matlab code]
[7] 2021年6月至今，担任IEEE Transactions on Geoscience and Remote Sensing编委
[6] 2021年1月至今，担任《北京理工大学学报英文版》编委
[5] 2020年12月至今，担任《中国图象图形学报》青年编委
[4] 2020年6月至2021年5月，担任IEEE Transactions on Geoscience and Remote Sensing领域编委
[3] 2019年3月至2021年5月，担任IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing编委
[2] 2018年1月至2021年12月，担任IEEE Signal Processing Letters编委
[1] 2018年10月，担任第11届IEEE CISP-BMEI国际学术会议大会主席
欢迎对数字图像处理和模式识别研究感兴趣的同学加入我们的课题组。
