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] Zhang Shiyu, Xiurui geng, Luyan Ji, Hairong Tang. Hyperspectral Image Unsupervised Classification Using Improved Connection Center Evolution. Infrared Physics & Technology[J]. 2022, [2] 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.
[3] 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.
[4] Xiurui Geng, Lei Wang, Luyan Ji. Identify Informative Bands for Hyperspectral Target Detection Using the Third-Order Statistic. REMOTE SENSING[J]. 2021, 13(9): http://dx.doi.org/10.3390/rs13091776.
[5] Wang Lei, Xiurui Geng. A modified homotopy-based tensor eigenpairs algorithm for remote sensing feature extraction. IEEE Geoscience and Remote Sensing Letters[J]. 2021, [6] Wang Lei, Xiurui Geng. The Real Eigenpairs of Symmetric Tensors and its Application to Independent Component Analysis. IEEE TRANSACTIONS ON CYBERNETICS[J]. 2021, [7] 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, http://lib.cqvip.com/Qikan/Article/Detail?id=7101927705.
[8] 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, [9] 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, [10] 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.
[11] 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.
[12] Zhu, Liangliang, Wang, Lei, Ji, Luyan, Yang, Weitun, Geng, Xiurui. Multiple targets inequality constrained energy minimization for multispectral imagery. INFRARED PHYSICS & TECHNOLOGY[J]. 2020, 110: http://dx.doi.org/10.1016/j.infrared.2020.103465.
[13] Geng, Xiurui, Tang, Hairong. Clustering by connection center evolution. PATTERN RECOGNITION[J]. 2020, 98: http://dx.doi.org/10.1016/j.patcog.2019.107063.
[14] 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, https://www.webofscience.com/wos/woscc/full-record/WOS:000515698700025.
[15] 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.
[16] 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.
[17] 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, http://lib.cqvip.com/Qikan/Article/Detail?id=90758966504849574850484948.
[18] 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.
[19] 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. 2019, 36(1): 101-108, http://lib.cqvip.com/Qikan/Article/Detail?id=6100179314.
[20] 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, http://lib.cqvip.com/Qikan/Article/Detail?id=7001043211.
[21] 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.
[22] 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.
[23] 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, http://lib.cqvip.com/Qikan/Article/Detail?id=7100463106.
[24] 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.
[25] 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, [26] 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, [27] 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, [28] Geng, Xiurui, Yang, Weitun, Ji, Luyan, Wang, Fuxiang, Zhao, Yongchao. The match filter (MF) is always superior to constrained energy minimization (CEM). REMOTE SENSING LETTERS[J]. 2017, 8(7): 696-702, [29] 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, https://www.webofscience.com/wos/woscc/full-record/WOS:000384402500008.
[30] 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.
[31] 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, [32] 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.
[33] 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.
[34] 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.
[35] Meng, Lingbo, Geng, Xiurui, Ji, Luyan. Principal kurtosis analysis and its application for remote-sensing imagery. INTERNATIONAL JOURNAL OF REMOTE SENSING[J]. 2016, 37(10): 2280-2293, https://www.webofscience.com/wos/woscc/full-record/WOS:000375463100008.
[36] 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.
[37] Ji, Luyan, Gong, Peng, Geng, Xiurui, Zhao, Yongchao. Improving the Accuracy of the Water Surface Cover Type in the 30 m FROM-GLC Product. REMOTE SENSING[J]. 2015, 7(10): 13507-13527, https://doaj.org/article/38e100032dca4eed8e974fa40c2eaf67.
[38] 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.
[39] 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: https://www.webofscience.com/wos/woscc/full-record/WOS:000353271800001.
[40] 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.
[41] 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.
[42] 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.
[43] 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, https://www.webofscience.com/wos/woscc/full-record/WOS:000340621200074.
[44] 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.
[45] 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.
[46] 耿修瑞. CEM: More Bands, Better Perormance. IEEE Geoscience and Remote Sensing Letters. 2014, [47] 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.
[48] 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.
[49] 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, https://www.webofscience.com/wos/woscc/full-record/WOS:000340278800028.
[50] 耿修瑞. Principal Skewness Analysis: Algorithm and Its Application for Mutispectral/Hyperspectral Images Indexing. IEEE Geoscience and Remote Sensing Letters. 2014, [51] 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, https://www.webofscience.com/wos/woscc/full-record/WOS:000340105700002.
[52] 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.
[53] 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.
[54] 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.
[55] 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.
[56] 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: 157-171, https://www.webofscience.com/wos/woscc/full-record/WOS:000328243700009.
[57] 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.
[58] 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, [59] 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.
[60] 耿修瑞. 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, [61] 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.
[62] 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.

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  

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  

孟令博  博士研究生  081002-信号与信息处理  

现指导学生

王磊  博士研究生  081002-信号与信息处理  

张诗雨  博士研究生  081002-信号与信息处理  

朱亮亮  博士研究生  081002-信号与信息处理  

马超  博士研究生  081002-信号与信息处理  

高靖瑜  博士研究生  081002-信号与信息处理  

肖松毅  博士研究生  081002-信号与信息处理  

朱鑫雯  博士研究生  081002-信号与信息处理