基本信息
耿修瑞  男  博导  中国科学院空天信息创新研究院
电子邮件: gengxr@sina.com.cn
通信地址: 北四环西路19号科电大厦704
邮政编码: 100190

研究领域

图像处理,高光谱遥感,机器学习与应用

招生信息

   
招生专业
081002-信号与信息处理
070503-地图学与地理信息系统
070104-应用数学
招生方向
机器学习与遥感应用
高光谱遥感
图像处理

教育背景

2002-04--2005-03   中国科学院遥感应用研究所   博士
1999-09--2002-03   北京航空航天大学   硕士
1995-09--1999-07   北京航空航天大学   学士
学历
研究生学历

学位

理学博士

工作经历

   
工作简历
2016-07~现在, 中国科学院电子学研究所, 研究员
2007-07~2016-07,中国科学院电子学研究所, 副研究员
2005-06~2007-07,北京师范大学, 博士后

教授课程

数据处理中的矩阵方法
高光谱遥感基础与数据处理
通信工程与电子技术系列讲座

出版信息

   
发表论文
[1] Shiyu Zhang, Liangliang Zhu, Luyan Ji, Xiurui Geng. Fast low-rank-matrix-based connection center evolution for large hyperspectral image clustering. INFRARED PHYSICS AND TECHNOLOGY. 2023, 131: http://dx.doi.org/10.1016/j.infrared.2023.104666.
[2] Zhu, Liangliang, Zhu, Xinwen, Geng, Xiurui. Factorized multi-Graph matching. PATTERN RECOGNITION[J]. 2023, 140: http://dx.doi.org/10.1016/j.patcog.2023.109597.
[3] Shouzhi Li, Liangliang Zhu, Luyan Ji, Xin Yi, Yongchao Zhao, Xiurui Geng. Hyperspectral image denoising based on the similar spectra approaching. INFRARED PHYSICS AND TECHNOLOGY. 2023, 131: http://dx.doi.org/10.1016/j.infrared.2023.104667.
[4] Ji, Luyan, Geng, Xiurui. Hyperspectral Target Detection Methods Based on Statistical Information: The Key Problems and the Corresponding Strategies. REMOTE SENSING[J]. 2023, 15(15): http://dx.doi.org/10.3390/rs15153835.
[5] Lei Wang, Luyan Ji, Xiurui Geng. Comments on "Hierarchical Suppression Method for Hyperspectral Target Detection". IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2022, [6] Shiyu Zhang, Xiurui Geng, Luyan Ji, Hairong Tang. Hyperspectral image unsupervised classification using improved connection center evolution. INFRARED PHYSICS AND TECHNOLOGY. 2022, 125: http://dx.doi.org/10.1016/j.infrared.2022.104241.
[7] Ma Chao, Yueting Zhang, J Guo, Y Hu, Xiurui Geng, Fangfang Li, Bin Lei, Chibiao Ding. End-to-End Method With Transformer for 3-D Detection of Oil Tank From Single SAR Image. Ieee Transactions on Geoscience and Remote Sensing[J]. 2022, [8] Zhang Shiyu, Xiurui geng, Luyan Ji, Hairong Tang. Hyperspectral Image Unsupervised Classification Using Improved Connection Center Evolution. INFRARED PHYSICS & TECHNOLOGY[J]. 2022, [9] C Ma, Y Zhang, J Guo, Y Hu, Xiurui Geng. Structural projection points estimation and context priors for oil tank storage estimation in SAR image. ISPRS Journal of Photogrammetry and Remote Sensing[J]. 2022, [10] Ji, Luyan, Zhu, Liangliang, Wang, Lei, Xi, Yanxin, Yu, Kai, Geng, Xiurui. FastVGBS: A Fast Version of the Volume-Gradient-Based Band Selection Method for Hyperspectral Imagery. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2021, 18(3): 514-517, https://www.webofscience.com/wos/woscc/full-record/WOS:000622098500029.
[11] Geng, Xiurui, Ji, Luyan, Yang, Weitun. The Analytical Solution of the Clever Eye (CE) Method. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING[J]. 2021, 59(1): 478-487, https://www.webofscience.com/wos/woscc/full-record/WOS:000603079000037.
[12] Geng, Xiurui, Wang, Lei, Ji, Luyan. Identify Informative Bands for Hyperspectral Target Detection Using the Third-Order Statistic. REMOTE SENSING[J]. 2021, 13(9): https://doaj.org/article/f9b7dc2c09c940febd0ed0450ae99d0a.
[13] Wang Lei, Xiurui Geng. A modified homotopy-based tensor eigenpairs algorithm for remote sensing feature extraction. IEEE Geoscience and Remote Sensing Letters[J]. 2021, [14] Wang Lei, Xiurui Geng. The Real Eigenpairs of Symmetric Tensors and its Application to Independent Component Analysis. IEEE TRANSACTIONS ON CYBERNETICS[J]. 2021, [15] Zhu Liangliang, Xiurui Geng. A New Translation Matching Method based on Auto-correlated Normalized Cross-power Spectrum. IEEE Transactions on Geoscience and Remote Sensing[J]. 2020, [16] Xi Yanxin, Luyan Ji, Weitun Yang, Xiurui Geng, Yongchao Zhao. Multitarget Detection Algorithms for Multitemporal Remote Sensing Data. IEEE Transactions on Geoscience and Remote Sensing[J]. 2020, [17] 宋晗, 杨炜暾, 耿修瑞, 赵永超. 基于卷积神经网络与主动学习的高光谱图像分类. 中国科学院大学学报[J]. 2020, 37(2): 169-176, https://kns.cnki.net/KCMS/detail/detail.aspx?dbcode=CJFQ&dbname=CJFDLAST2020&filename=ZKYB202002004&v=MDAwNDFyQ1VSN3FlWitkcEZpamtXcnJBUHliU2JMRzRITkhNclk5RllJUjhlWDFMdXhZUzdEaDFUM3FUcldNMUY=.
[18] Geng, Xiurui, Wang, Lei. NPSA: Nonorthogonal Principal Skewness Analysis. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2020, 29: 6396-6408, https://www.webofscience.com/wos/woscc/full-record/WOS:000545079400002.
[19] Yanxin Xi, Luyan Ji, Xiurui Geng. Pen Culture Detection Using Filter Tensor Analysis with Multi-Temporal Landsat Imagery. REMOTE SENSING[J]. 2020, 12(6): https://doaj.org/article/be9b09523ec34eb2b42facf68e8d4cda.
[20] Zhu, Liangliang, Wang, Lei, Ji, Luyan, Yang, Weitun, Geng, Xiurui. Multiple targets inequality constrained energy minimization for multispectral imagery. INFRAREDPHYSICSTECHNOLOGY[J]. 2020, 110: http://dx.doi.org/10.1016/j.infrared.2020.103465.
[21] Geng, Xiurui, Tang, Hairong. Clustering by connection center evolution. PATTERN RECOGNITION[J]. 2020, 98: http://dx.doi.org/10.1016/j.patcog.2019.107063.
[22] Ji, Luyan, Wang, Lei, Geng, Xiurui. An Automatic Bad Band Pre-Removal Method for Hyperspectral Imagery. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING[J]. 2019, 12(12): 4985-4994, http://dx.doi.org/10.1109/JSTARS.2019.2944930.
[23] Geng, Xiurui, Yang, Weitun. Cyclic Shift MatrixA New Tool for the Translation Matching Problem. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING[J]. 2019, 57(11): 8904-8913, https://www.webofscience.com/wos/woscc/full-record/WOS:000496155200042.
[24] Geng, Xiurui, Ji, Luyan, Zhao, Yongchao. Filter tensor analysis: A tool for multi-temporal remote sensing target detection. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING[J]. 2019, 151: 290-301, http://dx.doi.org/10.1016/j.isprsjprs.2019.03.008.
[25] 杨随心, 耿修瑞, 杨炜暾, 赵永超, 卢晓军. 一种基于谱聚类算法的高光谱遥感图像分类方法. 中国科学院大学学报[J]. 2019, 267-274, https://kns.cnki.net/KCMS/detail/detail.aspx?dbcode=CJFQ&dbname=CJFDLAST2019&filename=ZKYB201902010&v=MDg2MDR1eFlTN0RoMVQzcVRyV00xRnJDVVI3cWVaK1J2RmkzaFZyM0JQeWJTYkxHNEg5ak1yWTlFWklSOGVYMUw=.
[26] 凌程, 耿修瑞, 杨炜暾, 赵永超. 一种改进的基于奇异值分解的亚像素级图像配准算法. 中国科学院大学学报[J]. 2019, 36(1): 101-108, https://kns.cnki.net/KCMS/detail/detail.aspx?dbcode=CJFQ&dbname=CJFDLAST2019&filename=ZKYB201901014&v=MjQxMjVMRzRIOWpNcm85RVlJUjhlWDFMdXhZUzdEaDFUM3FUcldNMUZyQ1VSN3FlWitSdkZpamdVcnJNUHliU2I=.
[27] 孟令博, 耿修瑞, 杨炜暾. 一种改进的基于峭度指标的FastICA算法. 中国科学院大学学报[J]. 2019, 36(3): 410-416, http://lib.cqvip.com/Qikan/Article/Detail?id=7001938976.
[28] 孟令博, 耿修瑞. 基于协峭度张量的高光谱图像异常检测. 电子与信息学报[J]. 2019, 41(1): 150-155, https://kns.cnki.net/KCMS/detail/detail.aspx?dbcode=CJFQ&dbname=CJFDLAST2019&filename=DZYX201901021&v=MDAwNDFyQ1VSN3FlWitSdkZpM2tXcjNLSVRmU2RyRzRIOWpNcm85SFpZUjhlWDFMdXhZUzdEaDFUM3FUcldNMUY=.
[29] 许宁, 孙康, 胡玉新, 耿修瑞. 高光谱图像快速Gram行列式端元提取优化方法. 系统工程与电子技术[J]. 2019, 41(9): 1913-1921, http://lib.cqvip.com/Qikan/Article/Detail?id=7002707446.
[30] 许宁, 胡玉新, 耿修瑞. 凸体几何光谱解混研究进展及若干问题浅析. 遥感技术与应用[J]. 2019, 34(5): 1028-1039, https://kns.cnki.net/KCMS/detail/detail.aspx?dbcode=CJFQ&dbname=CJFDLAST2020&filename=YGJS201905013&v=MjEwNzFNcW85RVo0UjhlWDFMdXhZUzdEaDFUM3FUcldNMUZyQ1VSN3FlWitabUZDcm5VTHZKUENyQmZiRzRIOWo=.
[31] Yang, Jirui, Ji, Luyan, Geng, Xiurui, Yang, Xue, Zhao, Yongchao. Building detection in high spatial resolution remote sensing imagery with the U-Rotation Detection Network. INTERNATIONAL JOURNAL OF REMOTE SENSING[J]. 2019, 40(15): 6036-6058, http://dx.doi.org/10.1080/01431161.2019.1587200.
[32] 孟令博, 耿修瑞. 改进的主峭度分析算法及其在高光谱图像小目标检测中的应用. 系统工程与电子技术[J]. 2018, 40(12): 2855-2861, http://lib.cqvip.com/Qikan/Article/Detail?id=676784545.
[33] Geng, Xiurui, Yang, Weitun, Ji, Luyan, Ling, Cheng, Yang, Suixin. A Piecewise Linear Strategy of Target Detection for Multispectral/Hyperspectral Image. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING[J]. 2018, 11(3): 951-961, [34] Meng, Lingbo, Geng, Xiurui, Li, Lin, Ji, Luyan, Sun, K. Momentum Principal Skewness Analysis (vol 12, pg 2262, 2015). IEEE GEOSCIENCE AND REMOTE SENSING LETTERSnull. 2018, 15(5): 799-799, [35] Jia, Jinrang, Ji, Luyan, Zhao, Yongchao, Geng, Xiurui. Hyperspectral image super-resolution with spectral-spatial network. INTERNATIONAL JOURNAL OF REMOTE SENSING[J]. 2018, 39(22): 7806-7829, http://dx.doi.org/10.1080/01431161.2018.1471546.
[36] Geng, Xiurui, Ji, Luyan, Yang, Weitun, Ling, Cheng. The multiplicative update rule for an extension of the iterative constrained endmembers algorithm. INTERNATIONAL JOURNAL OF REMOTE SENSING[J]. 2017, 38(23): 7457-7467, [37] Geng, Xiurui, Yang, Weitun, Ji, Luyan, Wang, Fuxiang, Zhao, Yongchao. The match filter (MF) is always superior to constrained energy minimization (CEM). REMOTESENSINGLETTERS[J]. 2017, 8(7): 696-702, [38] Sun, Kang, Geng, Xiurui, Chen, Jinyong, Ji, Luyan, Tang, Hairong, Zhao, Yongchao, Xu, Miaozhong. A robust and efficient band selection method using graph representation for hyperspectral imagery. INTERNATIONAL JOURNAL OF REMOTE SENSING[J]. 2016, 37(20): 4874-4889, http://dx.doi.org/10.1080/01431161.2016.1225173.
[39] Geng, Xiurui, Ji, Luyan, Sun, Kang. Non-negativematrix factorization based unmixing for principal component transformed hyperspectral data. FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING[J]. 2016, 17(5): 403-412, https://www.webofscience.com/wos/woscc/full-record/WOS:000375930800002.
[40] 耿修瑞. 基于单形体正化的高光谱图像解混方法. 红外与毫米波学报. 2016, [41] Geng, Xiurui, Ji, Luyan, Wang, Fuxiang, Zhao, Yongchao, Gong, Peng. Statistical Volume Analysis: A New Endmember Extraction Method for Multi/Hyperspectral Imagery. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING[J]. 2016, 54(10): 6100-6109, https://www.webofscience.com/wos/woscc/full-record/WOS:000385178700034.
[42] Xu, Ning, Xiao, Xinyao, Geng, Xiurui, You, Hongjian, Cao, Yingui. Spectral-spatial constrained sparse unmixing of hyperspectral imagery using a hybrid spectral library. REMOTE SENSING LETTERS[J]. 2016, 7(7): 641-650, http://dx.doi.org/10.1080/2150704X.2016.1177240.
[43] Geng, Xiurui, Ji, Luyan, Sun, Kang. Clever eye algorithm for target detection of remote sensing imagery. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING[J]. 2016, 114: 32-39, http://dx.doi.org/10.1016/j.isprsjprs.2015.10.014.
[44] Meng, Lingbo, Geng, Xiurui, Ji, Luyan. Principal kurtosis analysis and its application for remote-sensing imagery. INTERNATIONALJOURNALOFREMOTESENSING[J]. 2016, 37(10): 2280-2293, https://www.webofscience.com/wos/woscc/full-record/WOS:000375463100008.
[45] Sun, Kang, Geng, Xiurui, Ji, Luyan. Exemplar Component Analysis: A Fast Band Selection Method for Hyperspectral Imagery. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2015, 12(5): 998-1002, https://www.webofscience.com/wos/woscc/full-record/WOS:000351412200016.
[46] Ji, Luyan, Gong, Peng, Geng, Xiurui, Zhao, Yongchao. Improving the Accuracy of the Water Surface Cover Type in the 30 m FROM-GLC Product. REMOTESENSING[J]. 2015, 7(10): 13507-13527, https://doaj.org/article/38e100032dca4eed8e974fa40c2eaf67.
[47] Sun, Kang, Geng, Xiurui, Ji, Luyan. A New Sparsity-Based Band Selection Method for Target Detection of Hyperspectral Image. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2015, 12(2): 329-333, https://www.webofscience.com/wos/woscc/full-record/WOS:000341567600023.
[48] Geng, Xiurui, Sun, Kang, Ji, Luyan, Tang, Hairong, Zhao, Yongchao. Joint Skewness and Its Application in Unsupervised Band Selection for Small Target Detection. SCIENTIFIC REPORTS[J]. 2015, 5: http://dx.doi.org/10.1038/srep09915.
[49] Geng, Xiurui, Meng, Lingbo, Li, Lin, Ji, Luyan, Sun, Kang. Momentum Principal Skewness Analysis. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2015, 12(11): 2262-2266, https://www.webofscience.com/wos/woscc/full-record/WOS:000364215500017.
[50] Ji, Luyan, Geng, Xiurui, Sun, Kang, Zhao, Yongchao, Gong, Peng. Target Detection Method for Water Mapping Using Landsat 8 OLI/TIRS Imagery. WATER[J]. 2015, 7(2): 794-817, https://doaj.org/article/88b2f3bd999d4d6b9c0f81eacfa1aa51.
[51] Geng, Xiurui, Sun, Kang, Ji, Luyan, Zhao, Yongchao, Tang, Hairong. Optimizing the Endmembers Using Volume Invariant Constrained Model. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2015, 24(11): 3441-3449, https://www.webofscience.com/wos/woscc/full-record/WOS:000357793200005.
[52] Sun, Kang, Geng, Xiurui, Ji, Luyan, Lu, Yun. A New Band Selection Method for Hyperspectral Image Based on Data Quality. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING[J]. 2014, 7(6): 2697-2703, http://dx.doi.org/10.1109/JSTARS.2014.2320299.
[53] Sun, Kang, Geng, Xiurui, Ji, Luyan. An efficient unsupervised band selection method based on an autocorrelation matrix for a hyperspectral image. INTERNATIONAL JOURNAL OF REMOTE SENSING[J]. 2014, 35(21): 7458-7476, https://www.webofscience.com/wos/woscc/full-record/WOS:000346052200006.
[54] Geng, Xiurui, Sun, Kang, Ji, Luyan. Band selection for target detection in hyperspectral imagery using sparse CEM. REMOTE SENSING LETTERS[J]. 2014, 5(12): 1022-1031, https://www.webofscience.com/wos/woscc/full-record/WOS:000356222900003.
[55] 耿修瑞. CEM: More Bands, Better Perormance. IEEE Geoscience and Remote Sensing Letters. 2014, [56] Sun, Kang, Geng, Xiurui, Wang, Panshi, Zhao, Yongchao. A Fast Endmember Extraction Algorithm Based on Gram Determinant. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2014, 11(6): 1124-1128, https://www.webofscience.com/wos/woscc/full-record/WOS:000331146200020.
[57] Geng, Xiurui, Sun, Kang, Ji, Luyan, Zhao, Yongchao. A High-Order Statistical Tensor Based Algorithm for Anomaly Detection in Hyperspectral Imagery. SCIENTIFIC REPORTS[J]. 2014, 4: https://www.webofscience.com/wos/woscc/full-record/WOS:000344230200001.
[58] Geng, Xiurui, Sun, Kang, Ji, Luyan, Zhao, Yongchao. A Fast Volume-Gradient-Based Band Selection Method for Hyperspectral Image. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING[J]. 2014, 52(11): 7111-7119, http://dx.doi.org/10.1109/TGRS.2014.2307880.
[59] 耿修瑞. Principal Skewness Analysis: Algorithm and Its Application for Mutispectral/Hyperspectral Images Indexing. IEEE Geoscience and Remote Sensing Letters. 2014, [60] Sun, Kang, Geng, Xiurui, Ji, Luyan. A band selection approach for small target detection based on CEM. INTERNATIONAL JOURNAL OF REMOTE SENSING[J]. 2014, 35(13): 4589-4600, http://dx.doi.org/10.1080/2150704X.2014.930196.
[61] Geng, Xiurui, Ji, Luyan, Zhao, Yongchao, Wang, Fuxiang. A New Endmember Generation Algorithm Based on a Geometric Optimization Model for Hyperspectral Images. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2013, 10(4): 811-815, http://159.226.65.12/handle/80137/9950.
[62] Ji, Luyan, Geng, Xiurui, Yu, Kai, Zhao, Yongchao. A new non-negative matrix factorization method based on barycentric coordinates for endmember extraction in hyperspectral remote sensing. INTERNATIONAL JOURNAL OF REMOTE SENSING[J]. 2013, 34(19): 6577-6586, http://159.226.65.12/handle/80137/9952.
[63] Geng, Xiurui, Ji, Luyan, Zhao, Yongchao, Wang, Fuxiang. A Small Target Detection Method for the Hyperspectral Image Based on Higher Order Singular Value Decomposition (HOSVD). IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2013, 10(6): 1305-1308, http://159.226.65.12/handle/80137/9949.
[64] Geng, Xiurui, Xiao, Zhengqing, Ji, Luyan, Zhao, Yongchao, Wang, Fuxiang. A Gaussian elimination based fast endmember extraction algorithm for hyperspectral imagery. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING[J]. 2013, 79(5): 211-218, http://dx.doi.org/10.1016/j.isprsjprs.2013.02.020.
[65] Tang, Hairong, Yu, Kai, Hagolle, Olivier, Jiang, Kang, Geng, Xiurui, Zhao, Yongchao. A cloud detection method based on a time series of MODIS surface reflectance images. INTERNATIONAL JOURNAL OF DIGITAL EARTH[J]. 2013, 6(S01): 157-171, https://www.webofscience.com/wos/woscc/full-record/WOS:000328243700009.
[66] Zhao, Yongchao, Pu, Ruiliang, Bell, Susan S, Meyer, Cynthia, Baggett, Lesley P, Geng, Xiurui. Hyperion Image Optimization in Coastal Waters. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING[J]. 2013, 51(2): 1025-1036, http://159.226.65.12/handle/80137/9959.
[67] 耿修瑞. Matrix calculation of high-dimensional cross product and its application in automatic recognition of the endmembers of hyperspectral imagary SCIECE CHINA. INFORMATION SCIENCES, 2011 (SCI) 1. SCIECE CHINA. INFORMATION SCIENCES. 2011, [68] Geng, Xiurui, Zhao, Yongchao, Wang, Fuxiang, Gong, Peng. A new volume formula for a simplex and its application to endmember extraction for hyperspectral image analysis. INTERNATIONAL JOURNAL OF REMOTE SENSING[J]. 2010, 31(4): 1027-1035, https://www.webofscience.com/wos/woscc/full-record/WOS:000275877800012.
[69] 刘岳, 赵永超, 耿修瑞, 唐海蓉, 丁赤飚. 傅变光谱仪数据处理中相位误差非线性的分析及对Mertz相位修正方法的讨论. 光谱学与光谱分析. 2009, 1809-1812, [70] Geng XiuRui, Zhao YongChao. Principle of small target detection for hyperspectral imagery. SCIENCE IN CHINA SERIES D-EARTH SCIENCES[J]. 2007, 50(8): 1225-1231, http://ir.ceode.ac.cn/handle/183411/28498.
[71] Geng, XR, Zhang, X, Chen, ZC, Zhang, B, Zheng, LF, Tong, QX. Classification algorithm based on spatial continuity for hyperspectral image. JOURNAL OF INFRARED AND MILLIMETER WAVES[J]. 2004, 23(4): 299-302, http://ir.ceode.ac.cn/handle/183411/29852.
发表著作
(1) 矩阵之美-基础篇, The Beauty of Matrix-The Basics, 科学出版社, 2023-03, 第 1 作者

指导学生

已指导学生

杨炜暾  硕士研究生  081002-信号与信息处理  

许宁  博士研究生  081002-信号与信息处理  

宋晗  硕士研究生  081002-信号与信息处理  

杨吉锐  硕士研究生  081002-信号与信息处理  

王磊  博士研究生  081002-信号与信息处理  

杨炜暾  博士研究生  081002-信号与信息处理  

王为家  硕士研究生  081002-信号与信息处理  

席彦新  硕士研究生  081002-信号与信息处理  

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