Fusion of remote sensing images based on nonsubsampled contourlet transform and region segmentation

被引:5
|
作者
Wu Y.-Q. [1 ]
Wu C. [1 ]
Wu S.-H. [1 ]
机构
[1] College of Electronic and Information Engineering, Nanjing University of Aeronautics and Astronautics
关键词
Image fusion; Multispectral remote sensing image; Nonsubsampled contourlet transform (NSCT); Panchromatic image; Particle swarm optimization (PSO);
D O I
10.1007/s12204-011-1216-2
中图分类号
学科分类号
摘要
The purpose of remote sensing images fusion is to produce a fused image that contains more clear, accurate and comprehensive information than any single image. A novel fusion method is proposed in this paper based on nonsubsampled contourlet transform (NSCT) and region segmentation. Firstly, the multispectral image is transformed to intensity-hue-saturation (IHS) system. Secondly, the panchromatic image and the component intensity of the multispectral image are decomposed by NSCT. Then the NSCT coefficients of high and low frequency subbands are fused by different rules, respectively. For the high frequency subbands, the fusion rules are also unalike in the smooth and edge regions. The two regions are segregated in the panchromatic image, and the segmentation is based on particle swarm optimization. Finally, the fusion image can be obtained by performing inverse NSCT and inverse IHS transform. The experimental results are evaluated by both subjective and objective criteria. It is shown that the proposed method can obtain superior results to others. © 2011 Shanghai Jiaotong University and Springer-Verlag Berlin Heidelberg.
引用
收藏
页码:722 / 727
页数:5
相关论文
共 50 条
  • [1] Fusion of Remote Sensing Images Based on Nonsubsampled Contourlet Transform and Region Segmentation
    吴一全
    吴超
    吴诗婳
    [J]. Journal of Shanghai Jiaotong University(Science), 2011, 16 (06) : 722 - 727
  • [2] Remote sensing images fusion algorithm based on the nonsubsampled contourlet transform
    Yang, Lixin
    Yang, Jiankun
    Jia, Hui
    Qi, Junli
    Huang, Hongxi
    [J]. Zhongguo Jiguang/Chinese Journal of Lasers, 2012, 39 (SUPPL.1):
  • [3] Fusion algorithm for remote sensing images based on nonsubsampled contourlet transform
    Yang, Xiao-Hui
    Jiao, Li-Cheng
    [J]. Zidonghua Xuebao/Acta Automatica Sinica, 2008, 34 (03): : 274 - 281
  • [4] Remote Sensing Image Fusion Based on Nonsubsampled Contourlet Transform and PCA
    Li, Ding
    [J]. PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON COMPUTER TECHNOLOGY AND DEVELOPMENT, VOL 1, 2009, : 165 - 168
  • [5] An Algorithm of Remote Sensing Image Fusion Based on Nonsubsampled Contourlet Transform
    Xu, Qilong
    Zhou, Yi
    Wang, Shixin
    Li, Wenjun
    [J]. 2012 5TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), 2012, : 1005 - 1009
  • [6] Fusion of multifocus images based on the nonsubsampled contourlet transform
    ICIE Institute, School of Electromechanical Engineering, Xidian University, Xi'an 710071, China
    [J]. Guangzi Xuebao, 2008, 4 (838-843):
  • [7] Remote Sensing Image Fusion Based on Nonlinear IHS and Fast Nonsubsampled Contourlet Transform
    Chaoben Du
    Shesheng Gao
    [J]. Journal of the Indian Society of Remote Sensing, 2018, 46 : 2023 - 2032
  • [8] Multi-source remote sensing image fusion based on nonsubsampled contourlet transform
    Li, Xiujuan
    Li, Shutao
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE INFORMATION COMPUTING AND AUTOMATION, VOLS 1-3, 2008, : 830 - +
  • [9] Remote Sensing Image Fusion Based on Nonlinear IHS and Fast Nonsubsampled Contourlet Transform
    Du, Chaoben
    Gao, Shesheng
    [J]. JOURNAL OF THE INDIAN SOCIETY OF REMOTE SENSING, 2018, 46 (12) : 2023 - 2032
  • [10] Region-based fusion of infrared and visible images using nonsubsampled contourlet transform
    郭宝龙
    张强
    侯叶
    [J]. Chinese Optics Letters, 2008, (05) : 338 - 341