A new independent component analysis (ICA) method and its application to remote sensing images

被引：1
|
作者：
Zhang, XH [1 ]
Chen, CH [1 ]
机构：
[1] SE Massachusetts Univ, Dept Elect & Comp Engn, N Dartmouth, MA 02747 USA
来源：
IMAGE AND SIGNAL PROCESSING FOR REMOTE SENSING VII | 2002年 / 4541卷
关键词：
D O I：
10.1117/12.454149
中图分类号：
TP7 [遥感技术];
学科分类号：
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要：
In this paper, a new independent component analysis (ICA) method is proposed that makes use of the higher order statistics. We name it joint cumulant ICA (JC-ICA) algorithm. It can be implemented efficiently by a neural network. Its applications in AVIRIS data and change detection are discussed. The results show the potential usage in image processing problems.
引用
收藏
页码：146 / 156
页数：11
相关论文
共 50 条
  • [1] A new independent component analysis (ICA) method and its application to SAR images
    Zhang, XH
    Chen, CH
    NEURAL NETWORKS FOR SIGNAL PROCESSING XI, 2001, : 283 - 292
  • [2] New independent component analysis method using higher order statistics with application to remote sensing images
    Zhang, XH
    Chen, CH
    OPTICAL ENGINEERING, 2002, 41 (07) : 1717 - 1728
  • [3] Independent Component Analysis by Using Joint Cumulants and its Application to Remote Sensing Images
    Xiaohui Zhang
    C.H. Chen
    Journal of VLSI signal processing systems for signal, image and video technology, 2004, 37 : 293 - 303
  • [4] Independent component analysis by using joint cumulants and its application to remote sensing images
    Zhang, XH
    Chen, CH
    JOURNAL OF VLSI SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2004, 37 (2-3): : 293 - 303
  • [5] Application of independent component analysis(ICA) method to the Raman spectra processing
    Chung, SH
    Park, CS
    Park, KS
    Optical Diagnostics and Sensing V, 2005, 5702 : 168 - 172
  • [6] Remote Sensing Images Recognition Based on Constrained Independent Component Analysis via Compressed Sensing
    Lan, Jinhui
    Zeng, Yiliang
    Lu, Yifang
    COMPRESSIVE SENSING, 2012, 8365
  • [7] Independent component analysis for remote sensing study
    Chen, CH
    Zhang, XH
    IMAGE AND SIGNAL PROCESSING FOR REMOTE SENSING V, 1999, 3871 : 150 - 158
  • [8] Independent component analysis (ICA) and method of estimating functions
    Amari, S
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2002, E85A (03) : 540 - 547
  • [9] Application of fast independent component analysis on extracting the information of remote sensing imagery
    He, Hui
    Zhang, Ting
    Yu, Xian-Chuan
    Peng, Wang-Lu
    PROCEEDINGS OF 2006 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2006, : 1066 - +
  • [10] A novel remote sensing image fusion method based on independent component analysis
    Chen, Fengrui
    Guan, Zequn
    Yang, Xiankun
    Cui, Weihong
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2011, 32 (10) : 2745 - 2763
12345