耿修瑞,中国科学院空天信息创新研究院,研究员。中国科学院大学岗位教授。研究方向为机器学习与遥感应用,重点开展高光谱遥感、图像处理、模式识别、矩阵基础理论与应用等方面研究。在特征提取、目标检测与识别、图像匹配、聚类分析等研究方向做出了开创性贡献。在国内外学术期刊发表学术论文百余篇,出版学术专著1部。
工作经历:
2016.07-至今 中国科学院空天信息创新研究院 研究员
2009.07-2016.06 中国科学院电子学研究所 副研究员
2007.07-2009.06 中国科学院电子学研究所 助理研究员
机器学习与遥感应用
(1)高光谱图像小目标检测技术研究 负责人 自然科学基金 2006.01—2008.12
(1)学术论文
[1] x. geng*, z. xiao, l. ji, y. zhao, and f. wang, "a gaussian elimination based fast endmember extraction algorithm for hyperspectral imagery," isprs journal of photogrammetry and remote sensing, 2013
[2] x. geng*, s. kang, j. luyan, z. yongchao, and t. hairong, "optimizing endmembers using volume invariant constrained model," ieee transactions on image processing, 2015
[3] x. geng*, l. ji, and y. zhao, "filter tensor analysis: a tool for multi-temporal remote sensing target detection," isprs journal of photogrammetry and remote sensing, 2019
[4] l. wang and x. geng*, "the real eigenpairs of symmetric tensors and its application to independent component analysis," ieee transactions on cybernetics, 2021
[5] x. geng*, k. sun, l. ji, and y. zhao, "a fast volume-gradient-based band selection method for hyperspectral image," ieee transactions on geoscience and remote sensing, 2014
[6] x. geng* and w. yang, "cyclic shift matrix—a new tool for the translation matching problem," ieee transactions on geoscience and remote sensing, 2019
[7] x. geng*, ji l, wang f, et al. statistical volume analysis: a new endmember extraction method for multi/hyperspectral imagery[j]. ieee transactions on geoscience and remote sensing, 2016
[8] x. geng* and h. tang, "clustering by connection center evolution," pattern recognition, 2019
[9] x. geng* and l. wang, "npsa: nonorthogonal principal skewness analysis," ieee transactions on image processing, 2020
[10] x. geng*, ji l, sun k. clever eye algorithm for target detection of remote sensing imagery[j]. isprs journal of photogrammetry and remote sensing, 2016
(2)专著
[1]《矩阵之美-基础篇》,科学出版社,2023
(1)中国科学院优秀导师
研究队伍