孙卫东 - 清华大学 - 电子工程系

个人简介

孙卫东，清华大学电子工程系教授，博导，1982年毕业于山东大学，1988年获日本东京大学博士学位。曾任日本东京大学生产技术研究所博士研究员、中国科学技术大学教授、国家863计划信息获取与处理技术主题专家组副组长、国家发改委农产品信息获取与处理技术专家组组长等职务；现兼任中国海洋工程研究院遥感大数据应用中心主任、国际数字地球学会中国国家委员会委员、国际数字地球学会中国国家委员会委员成像光谱对地观测专业委员会副主任委员、中国指挥与控制学会空天大数据与人工智能专委会委员等职务；兼任《遥感学报》副主编、《计算机辅助设计与图形学学报》与《Climate Change Research Letters》编委等学术职位，以及近40余个国内外学术期刊审稿人。孙卫东长期从事遥感信息处理与应用、数字图像处理等方面的研究工作，并获得了一些具有较高理论价值及实际应用价值的研究成果。近年来，主持或参加国家自然科学基金项目7项、国家863项目6项、国家科技支撑项目子课题2项。在TIP、TGRS、RS、JSTARS、GRSL、Medical Image Analysis等顶级学术刊物、以及ICASSP、ICIP、IGARSS、ISBI等顶级国际会议上发表论文200余篇，获得或申请国家发明专利20余项，合编专著3部。教育经历 TOKYO UNIVERSITYDEPARTMENT OF INFORMATION ENGINEERING博士学位 IWATE UNIVERSITYDEPARTMENT OF INFORMATION ENGINEERING硕士学位 SHANDONG UNIVERSITYDEPARTMENT OF COMPUTER SCIENCE学士学位工作经历 1999.7至今 TSINGHUA UNIVERSITYDEPARTMENT OF ELECTRONIC ENGINEERINGProfessor 1996.12-1999.7 UNIVERSITY OF SCIENCE AND TECHNOLOGY OF CHINADEPARTMENT OF ELECTRONIC ENGINEERING AND INFORMATION SCIENCEProfessor 1989.12-1996.12 DEPARTMENT OF ELECTRONIC ENGINEERING AND INFORMATION SCIENCE, UNIVERSITY OF SCIENCE AND TECHNOLOGY OF CHINAAssociate Professor TOKYO UNIVERSITYVisiting Reseacher 1995.5-1995.8 TEIKYO UNIVERSITYVisiting Reseacher

研究领域

卫星遥感图像处理与应用

近期论文

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Huan Zhang, Zhiyi Xu, Xiaolin Han, Weidong Sun. Refining FFT-based Heatmap for the Detection of Cluster Distributed Targets in Satellite Images, British Machine Vision Conference 2021, Virtual, 2021.11.22-25(已录用). 韩晓琳, 张欢, 孙卫东. 基于光谱库优化学习的光谱超分与分类精度提升, 遥感学报, 2021.6.17(已录用). Xiaolin Han, Huan Zhang, Weidong Sun. Spectral Anomaly Detection based on Dictionary Optimization for Sea Surfaces, IEEE Geoscience and Remote Sensing Letters, doi:10.1109/LGRS.2021.3096536, pp.1-5, 2021.7.28. Xiaolin Han, Huan Zhang, Jing-Hao Xue, Weidong Sun. A Spectral-spatial Jointed Spectral Super-resolution and Its Application to HJ-1A Satellite Images, IEEE Geoscience and Remote Sensing Letters, doi:10.1109/LGRS.2021.3073501, pp.1-5, 2021.4.30. Qing Chang, Yukang Zhang, Tianjiao Liu, Shaohang Zhang, Xi Wang, Qianqian Guo, Jinpeng Yao, Weidong Sun, Lijuan Niu. Evaluation of A Deep Learning-Based Computer-Aided Diagnosis System for Distinguishing Benign from Malignant Thyroid Nodules in Ultrasound Images, Medical Physics, 47(9):1-9, 2020.5.22. Xiaolin Han, Jing Yu, Jing-Hao Xue, Weidong Sun. Hyperspectral and Multispectral Image Fusion using Optimized Twin Dictionaries, IEEE Trans. on Image Processing, 29(1):4709-4720, 2020.2. Tianjiao Liu , Qianqian Quo, Chunfeng Lian, Xuhua Ren, Shujun Liang, Jing Yu, Lijuan Niu, Weidong Sun, Dinggang Shen. Automated Detection and Classification of Thyroid Nodules in Ultrasound Images using Clinical-Knowledge-Guided Convolutional Neural Networks, Medical Image Analysis, 58(2019) 101555:1-12, 2019.12. Xiaolin Han, Jing Yu, Jiqiang Luo, Weidong Sun. Hyperspectral and Multispectral Image Fusion using Cluster-based Multi-branch BP Neural Networks, Remote Sensing, 11(10), 1173:1-12, 2019.5.16. Xiaolin Han, Jing Yu, Jiqiang Luo, Weidong Sun. Reconstruction from Multispectral to Hyperspectral Image using Spectral Library based Dictionary Learning, IEEE Trans. on Geoscience and Remote Sensing, 57(3): 1325-1335, 2019.3. Xiaolin Han, Jing Yu, Jing-Hao Xue, Weidong Sun. Spectral Super-resolution for RGB Images Using Class-based BP Neural Networks, Digital Image Computing: Techniques and Applications, Canberra, Australia, pp.721-727, 2018.12.10-13. 常振春, 禹晶, 孙卫东. 基于稀疏表示和结构自相似性的单幅图像盲解卷积算法. 自动化学报, 43(11):1908-1919, 2017.11. Xiaolin Han, Jiqiang Luo, Jing Yu, Weidong Sun. Hyperspectral Image Fusion Based on Non-Factorization Sparse Representation and Error Matrix Estimation, IEEE Global Conf. on Signal and Information Processing, pp.1155-1159, Montreal, Canada, 2017.11.14-16. 杨国铮, 禹晶, 肖创柏, 孙卫东. 基于形态字典学习的复杂背景SAR图像舰船尾迹检测. 自动化学报, 43(10): 1713-1725, 2017.10. Y.J.Zhan, J.Wang, J.P.Shi, L.Guang, L.L.Yao, W.D.Sun. Distinguishing Cloud and Snow in Satellite Images via Deep Convolutional Network. IEEE Geoscience and Remote Sensing Letters, 14(10):1785-1789, 2017.10. Mengdi Wang, Jing Yu, Weidong Sun. LRR-Based Hyperspectral Image Restoration by Exploiting the Union Structure of Spectral Space and with Robust Dictionary Estimation. The Int. Conf. on Image Processing, pp.4287-4291, Beijing, China, 2017.9.17-20. Xiaolin Han, Jing Yu, Weidong Sun. Hyperspectral Image Super-Resolution Based on Non-Factorization Sparse Representation and Dictionary Learning. The Int. Conf. on Image Processing, pp.963-966, Beijing, China, 2017.9.17-20. Qingyu Pang, Jing Yu, Weidong Sun. A Spectral Unmixing Method Based on Co-Training. The 9th Int. Conf. on Image and Graphics, Shanghai, China, 2017.9.13-15. Tianjiao Liu, Shuaining Xie, Yukang Zhang, Jing Yu, Lijuan Niu, Weidong Sun. Feature Selection and Thyroid Nodule Classification Using Transfer Learning. IEEE International Symposium on Biomedical Imaging, pp.1096-1099, Melbourne, Australia, 2017.4.18-21. Mengdi Wang, Jing Yu, Lijuan Niu, Weidong Sun. Feature Extraction for Hyperspectral Images Using Low Rank Representation with Neighborhood Preserving Regularization. IEEE Geoscience and Remote Sensing Letters, 14(6):836-840, 2017. Mengdi Wang, Jing Yu, Lijuan Niu, Weidong Sun. Unsupervised Feature Extraction for Hyperspectral Images Using Combined Low Rank Representation and Locally Linear Embedding. 42th Int. Conf. on Acoustics, Speech and Signal Processing, pp.1428-1431, New Orleans, USA, 2017.3.5-9. Tianjiao Liu, Shuaining Xie, Jing Yu, Lijuan Niu, Weidong Sun. Classification of Thyroid Nodules in Ultrasound Images Using Deep Model Based Transfer Learning and Hybrid Features. The 42th Int. Conf. on Acoustics, Speech and Signal Processing, pp.919-923, New Orleans, USA, 2017.3.5-9. Jing Yu, Zhenchun Chang, Chuangbai Xiao, Weidong Sun. Blind Image Deblurring Based on Sparse Representation and Structural Self-Similarity. 42th Int. Conf. on Acoustics, Speech and Signal Processing, pp.1328-1332, New Orleans, USA, 2017.3.5-9. 杨国铮, 禹晶, 肖创柏, 孙卫东, 基于形态成分分析的复杂背景SAR图像舰船尾迹检测. 计算机辅助设计与图形学学报, 28(10):1662-1671, 2016. M.D.Wang, J.Yu, J-H.Xue, W.D.Sun. Denoising of Hyperspectral Images Using Group Low-Rank Representation. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 9(9):4420-4427, 2016. G.Z.Yang, J.Yu, C.B.Xiao, W.D.Sun. Ship Wake Detection for SAR Images with Complex Backgrounds based on Morphological Dictionary Learning. 40th Int. Conf. on Acoustics, Speech and Signal Processing, pp.1896-1900, Shanghai, China, 2016.3.20-25. J.L.Yang, W.D.Sun. Automatic Analysis of the Slight Change Image for Unsupervised Change Detection. Journal of Applied Remote Sensing, 9: 095995-1-24, 2015. Q.Y.Pang, J.Yu, W.D.Sun. A Spectral Unmixing Method based on Wavelet Weighted Similarity. The Int. Conf. on Image Processing, pp.1865-1869, Québec, Canada, 2015.9.27-30. M.D.Wang, J.Yu, W.D.Sun. Group-based Hyperspectral Image Denoising using Low Rank Representation. The Int. Conf. on Image Processing, pp.1623-1627, Québec, Canada, 2015.9.27-30. 黄慧娟, 禹晶, 孙卫东. 基于多字典稀疏表示的遥感图像亚像元映射. 电子学报, 43(6):1041-1049, 2015. 潘宗序, 禹晶, 肖创柏, 孙卫东. 基于字典学习与结构自相似性的码本映射超分辨率算法. 计算机辅助设计与图形学学报, 6(6):1032-1038, 2015. 潘宗序, 禹晶, 肖创柏, 孙卫东. 基于自适应多字典学习的单幅图像超分辨率算法. 电子学报, 2(2):209-216, 2015. 潘宗序, 禹晶, 肖创柏, 孙卫东. 基于光谱相似性的高光谱图像超分辨率算法. 自动化学报, 40(12):2797-2807, 2014. H.J.Huang, A.G.Christodoulou, W.D.Sun. Super-resolution Hyperspectral Imaging with Unkonwn Blurring by Low-Rank And Group-Sparse Modeling. IEEE Int. Conf. on Image Processing, pp.2155-2159, Paris, France, 2014.10.27-30. H.J.Huang, J.Yu, W.D.Sun. Superresolution Mapping using Multiple Dictionaries by Sparse Representation. IEEE Geoscience and Remote Sensing Letters, 11(12):2055-2059, 2014. J.L.Yang, W.D.Sun. Slight Change Extraction and Detection in Multitemporal Hyperspectral Images. Journal of Computational Information Systems, 10(15):6703-6711, 2014. 潘宗序, 禹晶, 肖创柏, 孙卫东. 基于多尺度非局部约束的单幅图像超分辨率算法. 自动化学报, 40(10):2233-2244, 2014. 黄慧娟, 禹晶, 肖创柏, 孙卫东. 基于局部连续性与全局相似性的光谱保持型亚像元映射方法. 自动化学报, 40(8):1612-1622, 2014. H.J.Huang, J.Yu, W.D.Sun. Super-Resolution Mapping via Multi-Dictionary based Sparse Representation. 39th Int. Conf. on Acoustics, Speech and Signal Processing, pp.3547-3551, Florence, Italy, 2014.5.4-9. 潘宗序, 禹晶, 胡少兴, 孙卫东. 基于多尺度结构自相似的单幅图像超分辨率算法. 自动化学报, 40(4):594-603, 2014. 陈厦微, 禹晶, 孙卫东. 基于贝叶斯非负矩阵分解的区域关联型像元分解. 高技术通讯, 24(4):365-372, 2014. 解志刚, 胡少兴, 张爱武, 孙卫东. 基于协同训练的低空运动平台动态人物阴影检测. 计算机辅助设计与图形学学报, 26(6):903-913, 2014. Z.G.Xie, S.X.Hu, A.W.Zhang, W.D.Sun. A New Method for Extracting Human Moving Cast Shadow based on Graph Cuts. Journal of Computational Information Systems, 9(24):9817-9824, 2013. Z.G.Xie, S.X.Hu, A.W.Zhang, W.D.Sun. Detecting Human Moving Shadow by Multiple Features and SVM. Journal of Computational Information Systems, 9(17):7053- 7059, 2013. Z.X.Pan, J.Yu, H.J.Huang, S.X.Hu, A.W.Zhang, H.B.Ma, W.D.Sun. Super-Resolution Based on Compressive Sensing and Structural Self-Similarity for Remote Sensing Images. IEEE Trans. on Geoscience and Remote Sensing, 51(9):4864-4876, 2013. Y.Yu, W.D.Sun. Minimum Distance Constrained Nonnegative Matrix Factorization for Hyperspectral Data Unmixing. High Technology Letters, 18(4):333-342, 2012. 潘宗序, 黄慧娟, 禹晶, 胡少兴, 张爱武, 马洪兵, 孙卫东. 基于压缩感知与结构自相似性的遥感图像超分方法. 信号处理, 28(6):859-872, 2012. 冷大炜, 马洪兵, 张爱武, 孙卫东. 曲率无关方向扩散及改进型Chan-Vese主动轮廓模型. 计算机辅助设计与图形学学报, 24(2):161-169, 2012. D.W.Leng, W.D.Sun. Iterative Three-dimensional Rigid Object Pose Estimation with Contour Correspondence. IET Image Processing, 6(5):569-579, 2012. D.W.Leng, W.D.Sun. Contour-based Iterative Pose Estimation of 3D Rigid Object. IET Computer Vision, 5(5):291-300, 2011. 于钺, 顾华, 孙卫东. 基于混合像元分解的光学卫星遥感图像薄云去除方法. 中国图象图形学报, 15(11):1670-1680, 2010. D.W.Leng, W.D.Sun. Finding All the Solutions of PnP Problem. Proc. of 2009 IEEE Workshop on Imaging Systems and Techniques, pp.348-352, 2009.5.10. H.Gu, Y.Yu, W.D.Sun. A New Optimal Seam Selection Method for Airborne Image Stitching. Proc. of 2009 IEEE Workshop on Imaging Systems and Techniques, pp.159-163, 2009.5.10. Y.Yu, S.Guo, W.D.Sun. Minimum Endmember Divergence Constrained Nonnegative Matrix Factorization for the Endmember Extraction of Hyperspectral Images. Proc. of the 5th Int. Symp. on Multispectral Image Processing & Pattern Recognition, Wuhan, 6790:679015-1~9, 2007.11.

学术兼职

2010.4至今 Editor, Journal of Computer Aided Design and Computer Graphics 2003.4-2005.4 Chief Member, Expert Committee of the Information Acquisition and Processing of Agricultural Products 2001.4-2004.4 Member, Expert Committee of the National 863 Plan on Information Acquisition and Processing Technology 2002.4-2002.4 Session Chirman, Euro-China Co-operation Forum on the Information Society, Beijing, China 2009.10-2009.10 Committee, 30th Asian Conference on Remote Sensing, Beijing, China 1993.8-1993.8 Session Chirman, IEEE Int. Geoscience and Remote Sensing Symposium, Tokyo, Japan