Optics and Precision Engineering, Volume. 19, Issue 4, 878(2011)

Fusion classification of hyperspectral image by composite kernels support vector machine

GAO Heng-zhen*, WAN Jian-wei, NIAN Yong-jian, WANG Li-bao, and XU Zhan
Author Affiliations
  • [in Chinese]
  • show less
    References(12)

    [1] [1] CHEN J. On Classification Method of Hyperspectral Images [D]. Changsha: National University of Defense Technology,2010. (in Chinese)

    [2] [2] MELGANI F,BRUZZONE L. Classification of hyperspectral remote sensing images with support vector machines [J]. IEEE Trans. Geosci. Remote Sens., 2004,42(8):1778-1790.

    [3] [3] CAMPS-VALLS G, BRUZZONE L. Kernel-based methods for hyperspectral image classification [J]. IEEE Trans. Geosci. Remote Sens., 2005,43(6):1351-1362.

    [4] [4] MATHIEU F, BENEDIKTSSON J A, CHANUSSOT J, et al.. Spectral and spatial classification of hyperspectral data using SVMs and morphological profiles [J]. IEEE Trans. Geosci. Remote Sens., 2008,46(11):3804-3814.

    [5] [5] TUIA D, PACIFICI F, KANEVSKI M, et al.. Classification of very high spatial resolution imagery using mathematical morphology and support vector machines [J], IEEE Trans. Geosci. Remote Sens., 2009,47(11):3866-3879.

    [6] [6] FAUVEL M. Spectral and spatial methods for the classification of urban remote sensing data [D]. Reykjavik:University of Iceland, 2007.

    [7] [7] TARABALKA Y, BENEDIKTSSON J A, CHANUSSOT J. Spectral-spatial classification of hyperspectral imagery based on partitional clustering techniques [J]. IEEE Trans. Geosci. Remote Sens., 2009,47(8):2973-2987.

    [8] [8] NIAN Y J, WANG ZH, WAN J W, et al.. Compression technique for hyperspectral imagery oriented anomaly detection[J]. Journal of National University of Defense Technology,2009,31(3):48-52. (in Chinese)

    [10] [10] CHANG C I, DU Q. Estimation of number of spectrally distinct signal sources in hyperspectral imagery [J]. IEEE Trans. Geosci. Remote Sens., 2004,42(3):608-619.

    [11] [11] ftp://ftp.ecn.purdue.edu/biehl/MultiSpec/92 AV3C/[OL].

    [12] [12] GONZALEZ R C, WOODS R E. Digital Image Processing [M].USA:Prentice Hall, 2008.

    CLP Journals

    [1] CAI Qiang, HAO Jia-yun, CAO Jian, LI Hai-sheng. Salient detection via local and global feature[J]. Optics and Precision Engineering, 2017, 25(3): 772

    [2] LI Yu, LIU Xue-ying, ZHANG Hong-qun, LI Xiang-juan, SUN Xiao-yao. Optical remote sensing image retrieval based on convolutional neural networks[J]. Optics and Precision Engineering, 2018, 26(1): 200

    [3] PANG Hao-chen, ZHU Ming, GUO Li-qiang. Objective color image fusion performance index[J]. Optics and Precision Engineering, 2013, 21(9): 2348

    [4] LI Jiang, GUO Li-hong. Target threat assessment using improved SVM[J]. Optics and Precision Engineering, 2014, 22(5): 1354

    [5] TANG Yi, XIN Qin, LI Gang, WAN Jian-wei. Lossless compression of hyperspectral images based on contents[J]. Optics and Precision Engineering, 2012, 20(3): 668

    [6] NIAN Yong-jian, XIN Qin, TANG Yi, WAN Jian-wei. Distributed lossless compression of hyperspectral images based on multi-band prediction[J]. Optics and Precision Engineering, 2012, 20(4): 906

    [7] YU Jin-hua, JI Chun-hong, LI Tian-jie, TIAN Lei, HUANG Yi-fei, WANG Yuan-yuan, ZHENG Yong-ping. Extracting features from normal corneas and keratoconus based on wavelet analysis[J]. Optics and Precision Engineering, 2015, 23(10): 2919

    [8] WANG Wei-xing, SU Pei-yin. Blood cell image segmentation on color and GVF Snake for Leukocyte classification on SVM[J]. Optics and Precision Engineering, 2012, 20(12): 2781

    [9] ZHU Ming, SUN Ji-gang, LIANG Wei, GUO Li-qiang. Multiple multifocus color image fusion using quaternion curvelet transform[J]. Optics and Precision Engineering, 2013, 21(10): 2671

    Tools

    Get Citation

    Copy Citation Text

    GAO Heng-zhen, WAN Jian-wei, NIAN Yong-jian, WANG Li-bao, XU Zhan. Fusion classification of hyperspectral image by composite kernels support vector machine[J]. Optics and Precision Engineering, 2011, 19(4): 878

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category:

    Received: Oct. 18, 2010

    Accepted: --

    Published Online: Jun. 14, 2011

    The Author Email: GAO Heng-zhen (gaohengzhen@gmail.com)

    DOI:10.3788/ope.20111904.0878

    Topics