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) The Real Eigenpairs of Symmetric Tensors and its Application to Independent Component Analysis, IEEE TRANSACTIONS ON CYBERNETICS, 2021, 通讯作者
(2) Identify Informative Bands for Hyperspectral Target Detection Using the Third-Order Statistic, Remote Sensing, 2021, 第 1 作者
(3) A modified homotopy-based tensor eigenpairs algorithm for remote sensing feature extraction, IEEE Geoscience and Remote Sensing Letters, 2021, 通讯作者
(4) Clustering by connection center evolution, Pattern Recognition, 2020, 第 1 作者
(5) Multiple Targets Inequality Constrained Energy Minimization for Multispectral Imagery, Infrared Physics & Technology, 2020, 通讯作者
(6) FastVGBS: A Fast Version of the Volume-Gradient-Based Band Selection Method for Hyperspectral Imagery, IEEE Geoscience and Remote Sensing Letters, 2020, 通讯作者
(7) NPSA: Nonorthogonal Principal Skewness Analysis, IEEE Transactions on Image Processing, 2020, 第 1 作者
(8) Pen Culture Detection Using Filter Tensor Analysis with Multi-Temporal Landsat Imagery, Remote Sensing, 2020, 第 3 作者
(9) The analytical solution of the clever eye (CE) method, IEEE Transactions on Geoscience and Remote Sensing, 2020, 第 1 作者
(10) Multitarget Detection Algorithms for Multitemporal Remote Sensing Data, IEEE Transactions on Geoscience and Remote Sensing, 2020, 第 3 作者
(11) A New Translation Matching Method based on Auto-correlated Normalized Cross-power Spectrum, IEEE Transactions on Geoscience and Remote Sensing, 2020, 通讯作者
(12) Cyclic Shift Matrix - A New Tool for the Translation Matching Problem, IEEE Transactions on Geoscience and Remote Sensing, 2019, 第 1 作者
(13) Building detection in high spatial resolution remote sensing imagery with U-Rotation Detection Network, International Journal of Remote Sensing, 2019, 第 3 作者
(14) 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, 2019, 通讯作者
(15) An Automatic Bad Band Pre-Removal Method for Hyperspectral Imagery, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2019, 通讯作者
(16) Filter tensor analysis: A tool for multi-temporal remote sensing target detection, ISPRS journal of photogrammetry and remote sensing, 2019, 第 1 作者
(17) A Piecewise Linear Strategy of Target Detection for Multispectral/Hyperspectral Image, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018, 第 1 作者
(18) Hyperspectral image super-resolution with spectral–spatial network, International Journal of Remote Sensing, 2018, 第 4 作者
(19) 基于协峭度张量的高光谱图像异常检测, 电子与信息学报, 2018, 通讯作者
(20) 一种基于峭度指标的FastICA改进算法, 中国科学院大学学报, 2018, 通讯作者
(21) The match filter (MF) is always superior to constrained energy minimization (CEM), Remote Sensing Letters, 2017, 第 1 作者
(22) The Multiplicative Update Rule for an Extension of the Iterative Constrained Endmembers Algorithm, International Journal of Remote Sensing, 2017, 第 1 作者
(23) Exemplar Component Analysis: A Fast Band Selection Method for Hyperspectral Imagery, IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2016, 通讯作者
(24) A robust and efficient band selection method using graph representation for hyperspectral imagery, International Journal of Remote Sensing, 2016, 第 2 作者
(25) 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, 第 2 作者
(26) Spectral-spatial constrained sparse unmixing of hyperspectral imagery using a hybrid spectral library, Remote Sensing letters, 2016, 第 3 作者
(27) Clever eye algorithm for target detection of remote sensing imagery, ISPRS Journal of Photogrammetry and Remote Sensing, 2016, 第 1 作者
(28) Non-negative matrix factorization based unmixing for principal component transformed hyperspectral data, Front Inform Technol Electron Eng, 2016, 第 1 作者
(29) Statistical volume analysis: a new endmember extraction method for multi/hyperspectral imagery, IEEE Transactions on Geoscience and Remote Sensing, 2016, 第 1 作者
(30) Target Detection Method for Water Mapping Using Landsat 8 OLI/TIRS Imagery, Water, 2015, 第 2 作者
(31) A New Sparsity-Based Band Selection Method for Target Detection of Hyperspectral Image, IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2015, 通讯作者
(32) Principal kurtosis analysis and its application for remote-sensing imagery, International Journal of Remote Sensing, 2015, 通讯作者
(33) Improving the Accuracy of the Water Surface Cover Type in the 30 m FROM-GLC Product, Remote Sensing, 2015, 第 3 作者
(34) Optimizing the Endmembers Using Volume Invariant Constrained Model, IEEE Transaction on image processing, 2015, 第 1 作者
(35) A High-Order Statistical Tensor Based Algorithm for Anomaly Detection in Hyperspectral Imagery, Scientific Reports, 2015, 第 1 作者
(36) Joint Skewness and Its Application in Unsupervised Band Selection for Small Target Detection, Scientific Reports, 2015, 第 1 作者
(37) Momentum Principal Skewness Analysis, IEEE Geoscience and Remote Sensing Letters, 2015, 第 1 作者
(38) A Fast Endmember Extraction Algorithm Based on Gram Determinant, IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2014, 第 2 作者
(39) Improving the Accuracy of the Water Surface Cover Type in the 30 m FROM-GLC Product, Remote Sensing, 2014, 第 3 作者
(40) An efficient unsupervised band selection method based on an autocorrelation matrix for a hyperspectral image, INTERNATIONAL JOURNAL OF REMOTE SENSING, 2014, 通讯作者
(41) A band selection approach for small target detection based on CEM, INTERNATIONAL JOURNAL OF REMOTE SENSING, 2014, 通讯作者
(42) A New Band Selection Method for Hyperspectral Image Based on Data Quality, IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2014, 通讯作者
(43) Principal Skewness Analysis: Algorithm and Its Application for Mutispectral/Hyperspectral Images Indexing, IEEE Geoscience and Remote Sensing Letters, 2014, 第 1 作者
(44) CEM: More Bands, Better Perormance, IEEE Geoscience and Remote Sensing Letters, 2014, 第 1 作者
(45) Band selection for target detection in hyperspectral imagery using sparse CEM, Remote Sensing Letters, 2014, 第 1 作者
(46) A Fast Volume-Gradient based band selection method for hyperspectral image, IEEE Transaction on Geoscience and Remote Sensing, 2014, 第 1 作者
(47) A cloud detection method based on a time series of MODIS surface reflectance images, International Journal of Digital Earth, 2013, 第 5 作者
(48) Hyperion Image Optimization in Coastal Waters, IEEE Transactions on Geoscience and Remote Sensing, 2013, 第 6 作者
(49) A new non-negative matrix factorization method based on barycentric coordinates for endmember extraction in hyperspectral remote sensing, International Journal of Remote Sensing, 2013, 通讯作者
(50) A New Endmember Generation Algorithm Based on a Geometric Optimization Model for Hyperspectral Images, IEEE Geoscience and Remote Sensing Letters, 2013, 第 1 作者
(51) A Small Target Detection Method for the Hyperspectral Image Based on Higher Order Singular Value Decomposition (HOSVD), IEEE Geoscience and Remote Sensing Letters, 2013, 第 1 作者
(52) A Gaussian elimination based fast endmember extraction algorithm for hyperspectral imagery, ISPRS Journal of Photogrammetry and Remote Sensing, 2013, 第 1 作者
(53) A new volume formula for a simplex and its application to endmember extraction for hyperspectral image analysis, International Journal of Remote Sensing, 2011, 第 1 作者
(54) 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, 第 1 作者
(55) 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, 第 3 作者
(56) Principle of small target detection for hyperspectral imagery, SCIENCE IN CHINA SERIES D EARTH SCIENCES, 2007, 第 1 作者
(57) Classification algorithm based on spatial continuity for hyperspectral image, JOURNAL OF INFRARED AND MILLIMETER WAVES-CHINESE EDITION, 2004, 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  

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