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
前沿电子学研究
科研实践Ⅱ
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) Hyperspectral Image Denoising Based on Principal-Third-Order-Moment Analysis, REMOTE SENSING, 2024, 第 2 作者
(2) Locally Optimal Eigenpairs of Orthogonally Decomposable Tensors: A Generalized Proof, JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2024, 第 2 作者
(3) Hyperspectral Image Denoising Based on Principal-Third-Order-Moment Analysis, Remote Sensing, 2024, 第 2 作者
(4) FusionHeightNet: A Multi-Level Cross-Fusion Method from Multi-Source Remote Sensing Images for Urban Building Height Estimation, Remote Sensing, 2024, 第 5 作者
(5) Hyperspectral Band Selection via Joint Volume Gradient, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2024, 第 5 作者  通讯作者
(6) K-wise Multi-graph Matching, IET Image Processing, 2024, 第 3 作者  通讯作者
(7) RSITR-FFT: Efficient Fine-Grained Fine-Tuning Framework with Consistency Regularization for Remote Sensing Image Text Retrieval, IEEE Geoscience and Remote Sensing, 2024, 第 2 作者
(8) Fast low-rank-matrix-based connection center evolution for large hyperspectral image clustering, INFRARED PHYSICS & TECHNOLOGY, 2023, 第 4 作者  通讯作者
(9) Factorized multi-Graph matching, PATTERN RECOGNITION, 2023, 第 3 作者  通讯作者
(10) Hyperspectral image denoising based on the similar spectra approaching, INFRARED PHYSICS & TECHNOLOGY, 2023, 第 6 作者  通讯作者
(11) Hyperspectral Target Detection Methods Based on Statistical Information: The Key Problems and the Corresponding Strategies, REMOTE SENSING, 2023, 第 2 作者  通讯作者
(12) Comments on "Hierarchical Suppression Method for Hyperspectral Target Detection", IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2022, 第 3 作者  通讯作者
(13) Hyperspectral image unsupervised classification using improved connection center evolution, INFRARED PHYSICS AND TECHNOLOGY, 2022, 第 2 作者  通讯作者
(14) End-to-End Method With Transformer for 3-D Detection of Oil Tank From Single SAR Image, Ieee Transactions on Geoscience and Remote Sensing, 2022, 第 5 作者
(15) Hyperspectral Image Unsupervised Classification Using Improved Connection Center Evolution, INFRARED PHYSICS & TECHNOLOGY, 2022, 第 2 作者  通讯作者
(16) Structural projection points estimation and context priors for oil tank storage estimation in SAR image, ISPRS Journal of Photogrammetry and Remote Sensing, 2022, 第 5 作者
(17) FastVGBS: A Fast Version of the Volume-Gradient-Based Band Selection Method for Hyperspectral Imagery, IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2021, 第 6 作者  通讯作者
(18) The Analytical Solution of the Clever Eye (CE) Method, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 第 1 作者  通讯作者
(19) Identify Informative Bands for Hyperspectral Target Detection Using the Third-Order Statistic, REMOTE SENSING, 2021, 第 1 作者
(20) A modified homotopy-based tensor eigenpairs algorithm for remote sensing feature extraction, IEEE Geoscience and Remote Sensing Letters, 2021, 第 2 作者  通讯作者
(21) The Real Eigenpairs of Symmetric Tensors and its Application to Independent Component Analysis, IEEE TRANSACTIONS ON CYBERNETICS, 2021, 第 2 作者  通讯作者
(22) A New Translation Matching Method based on Auto-correlated Normalized Cross-power Spectrum, IEEE Transactions on Geoscience and Remote Sensing, 2020, 第 2 作者  通讯作者
(23) Multitarget Detection Algorithms for Multitemporal Remote Sensing Data, IEEE Transactions on Geoscience and Remote Sensing, 2020, 第 4 作者  通讯作者
(24) 基于卷积神经网络与主动学习的高光谱图像分类, Hyperspectral image classification based on convolutional neural network and active learning algorithm, 中国科学院大学学报, 2020, 第 3 作者
(25) NPSA: Nonorthogonal Principal Skewness Analysis, IEEE TRANSACTIONS ON IMAGE PROCESSING, 2020, 第 1 作者  通讯作者
(26) Pen Culture Detection Using Filter Tensor Analysis with Multi-Temporal Landsat Imagery, REMOTE SENSING, 2020, 第 3 作者
(27) Multiple targets inequality constrained energy minimization for multispectral imagery, INFRAREDPHYSICSTECHNOLOGY, 2020, 第 5 作者  通讯作者
(28) Clustering by connection center evolution, PATTERN RECOGNITION, 2020, 第 1 作者  通讯作者
(29) An Automatic Bad Band Pre-Removal Method for Hyperspectral Imagery, IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2019, 第 3 作者  通讯作者
(30) Cyclic Shift MatrixA New Tool for the Translation Matching Problem, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 第 1 作者  通讯作者
(31) Filter tensor analysis: A tool for multi-temporal remote sensing target detection, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2019, 第 1 作者  通讯作者
(32) 一种基于谱聚类算法的高光谱遥感图像分类方法, A method of hyperspectral remote sensing image classification based on spectral clustering, 中国科学院大学学报, 2019, 第 2 作者
(33) 一种改进的基于峭度指标的FastICA算法, An improved FastICA algorithm based on kurtosis index, 中国科学院大学学报, 2019, 第 2 作者
(34) 一种改进的基于奇异值分解的亚像素级图像配准算法, An improved subpixel image registration algorithm based on singular value decomposition, 中国科学院大学学报, 2019, 第 2 作者
(35) 基于协峭度张量的高光谱图像异常检测, A Hyperspectral Imagery Anomaly Detection Algorithm Based on Cokurtosis Tensor, 电子与信息学报, 2019, 第 2 作者
(36) 高光谱图像快速Gram行列式端元提取优化方法, Improved endmember extraction method based on fast Gram determinant analysis for hyperspectral imagery, 系统工程与电子技术, 2019, 第 4 作者
(37) 凸体几何光谱解混研究进展及若干问题浅析, A Review and Brief Analysis of Convex Geometry-based Spectral Unmixing Methods for Hyperspectal Imagery, 遥感技术与应用, 2019, 第 3 作者
(38) Building detection in high spatial resolution remote sensing imagery with the U-Rotation Detection Network, INTERNATIONAL JOURNAL OF REMOTE SENSING, 2019, 第 3 作者
(39) 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, Improved principal kurtosis analysis algorithm and its application in hyperspectral imagery small target detection, 系统工程与电子技术, 2018, 第 2 作者
(40) 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
(41) Momentum Principal Skewness Analysis (vol 12, pg 2262, 2015), IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2018, 第 2 作者
(42) Hyperspectral image super-resolution with spectral-spatial network, INTERNATIONAL JOURNAL OF REMOTE SENSING, 2018, 第 4 作者
(43) The multiplicative update rule for an extension of the iterative constrained endmembers algorithm, INTERNATIONAL JOURNAL OF REMOTE SENSING, 2017, 第 1 作者
(44) The match filter (MF) is always superior to constrained energy minimization (CEM), REMOTESENSINGLETTERS, 2017, 第 1 作者  通讯作者
(45) A robust and efficient band selection method using graph representation for hyperspectral imagery, INTERNATIONAL JOURNAL OF REMOTE SENSING, 2016, 第 2 作者
(46) Non-negativematrix factorization based unmixing for principal component transformed hyperspectral data, Non-negativematrix factorization based unmixing for principal component transformed hyperspectral data, Frontiers of Information Technology & Electronic Engineering, 2016, 第 1 作者  通讯作者
(47) 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 1 作者
(48) Statistical Volume Analysis: A New Endmember Extraction Method for Multi/Hyperspectral Imagery, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2016, 第 1 作者  通讯作者
(49) Spectral-spatial constrained sparse unmixing of hyperspectral imagery using a hybrid spectral library, REMOTE SENSING LETTERS, 2016, 第 3 作者
(50) Clever eye algorithm for target detection of remote sensing imagery, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2016, 第 1 作者  通讯作者
(51) Principal kurtosis analysis and its application for remote-sensing imagery, INTERNATIONALJOURNALOFREMOTESENSING, 2016, 第 2 作者  通讯作者
(52) Exemplar Component Analysis: A Fast Band Selection Method for Hyperspectral Imagery, IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2015, 第 2 作者
(53) Improving the Accuracy of the Water Surface Cover Type in the 30 m FROM-GLC Product, REMOTESENSING, 2015, 第 3 作者
(54) A New Sparsity-Based Band Selection Method for Target Detection of Hyperspectral Image, IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2015, 第 2 作者
(55) Joint Skewness and Its Application in Unsupervised Band Selection for Small Target Detection, SCIENTIFIC REPORTS, 2015, 第 1 作者
(56) Momentum Principal Skewness Analysis, IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2015, 第 1 作者  通讯作者
(57) Optimizing the Endmembers Using Volume Invariant Constrained Model, IEEE TRANSACTIONS ON IMAGE PROCESSING, 2015, 第 1 作者  通讯作者
(58) Target Detection Method for Water Mapping Using Landsat 8 OLI/TIRS Imagery, WATER, 2015, 第 2 作者
(59) 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, 第 2 作者
(60) An efficient unsupervised band selection method based on an autocorrelation matrix for a hyperspectral image, INTERNATIONAL JOURNAL OF REMOTE SENSING, 2014, 第 2 作者  通讯作者
(61) Band selection for target detection in hyperspectral imagery using sparse CEM, REMOTE SENSING LETTERS, 2014, 第 1 作者
(62) CEM: More Bands, Better Perormance, IEEE Geoscience and Remote Sensing Letters, 2014, 第 1 作者
(63) A High-Order Statistical Tensor Based Algorithm for Anomaly Detection in Hyperspectral Imagery, SCIENTIFIC REPORTS, 2014, 第 1 作者  通讯作者
(64) A Fast Endmember Extraction Algorithm Based on Gram Determinant, IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2014, 第 2 作者
(65) Principal Skewness Analysis: Algorithm and Its Application for Mutispectral/Hyperspectral Images Indexing, IEEE Geoscience and Remote Sensing Letters, 2014, 第 1 作者
(66) A Fast Volume-Gradient-Based Band Selection Method for Hyperspectral Image, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 第 1 作者  通讯作者
(67) A band selection approach for small target detection based on CEM, INTERNATIONAL JOURNAL OF REMOTE SENSING, 2014, 第 2 作者  通讯作者
(68) 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  通讯作者
(69) A new non-negative matrix factorization method based on barycentric coordinates for endmember extraction in hyperspectral remote sensing, INTERNATIONAL JOURNAL OF REMOTE SENSING, 2013, 第 2 作者  通讯作者
(70) 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  通讯作者
(71) A Gaussian elimination based fast endmember extraction algorithm for hyperspectral imagery, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2013, 第 1 作者  通讯作者
(72) A cloud detection method based on a time series of MODIS surface reflectance images, A cloud detection method based on a time series of MODIS surface reflectance images, INTERNATIONAL JOURNAL OF DIGITAL EARTH, 2013, 第 5 作者
(73) Hyperion Image Optimization in Coastal Waters, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2013, 第 6 作者
(74) 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
(75) A new volume formula for a simplex and its application to endmember extraction for hyperspectral image analysis, INTERNATIONAL JOURNAL OF REMOTE SENSING, 2010, 第 1 作者  通讯作者
(76) 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
(77) Principle of small target detection for hyperspectral imagery, SCIENCE IN CHINA SERIES D-EARTH SCIENCES, 2007, 第 1 作者  通讯作者
(78) Classification algorithm based on spatial continuity for hyperspectral image, JOURNAL OF INFRARED AND MILLIMETER WAVES, 2004, 
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
(2) 矩阵之美-算法篇, The Beauty of Matrix-The Algorithms, 科学出版社, 2025-01, 第 1 作者

科研活动

   
科研项目
( 1 ) 多光谱数据广域处理系统研发, 参与, 国家任务, 2023-12--2027-11

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  

孟令博  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  

现指导学生

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  

于鸿坤  博士研究生  081002-信号与信息处理  

叶锦州  博士研究生  081002-信号与信息处理  

申奕涵  博士研究生  081002-信号与信息处理  

朱家乐  博士研究生  081002-信号与信息处理  

程士航  博士研究生  081002-信号与信息处理  

周艺康  博士研究生  081002-信号与信息处理  

马欣蕾  博士研究生  081002-信号与信息处理  

王乾通  博士研究生  081002-信号与信息处理  

俞婷恩  硕士研究生  081002-信号与信息处理  

王兴斌  硕士研究生  085400-电子信息  

朱亦然  博士研究生  081002-信号与信息处理  

王林亿  博士研究生  081002-信号与信息处理  

朱时新  硕士研究生  081002-信号与信息处理