Laser & Optoelectronics Progress, Volume. 56, Issue 2, 021003(2019)

Feature Extraction of Hyperspectral Images Based on Semi-Supervised Locality Preserving Projection with Spatial-Correlation

Dongmei Huang1,2, Xiaotong Zhang1, Minghua Zhang1、*, Wei Song1, and Yan Wang1
Author Affiliations
  • 1 College of Information Technology, Shanghai Ocean University, Shanghai 201306, China
  • 2 Shanghai University of Electric Power, Shanghai 200090, China
  • show less
    References(25)

    [8] Sellami A, Farah I R. A spatial hypergraph based semi-supervised band selection method for hyperspectral imagery semantic interpretation[J]. World Academy of Science, Engineering and Technology, International Journal of Computer, Electrical, Automation, Control and Information Engineering, 10, 1839-1846(2016).

    [11] Lodha S P, Kamlapur S. Dimensionality reduction techniques for hyperspectral images[J]. International Journal of Application or Innovation in Engineering & Management (IJAIEM), 3, 92-99(2014).

    [12] Zhang X R, Huyan N, Zhou N et al. Semi-supervised sparse dimensionality reduction for hyperspectral image classification. [C]∥2016 IEEE Region 10 Conference, November 22-25, 2016, Singapore. New York: IEEE, 2830-2833(2016).

    [14] Wold S, Esbensen K, Geladi P. Principal component analysis[J]. Chemometrics and Intelligent Laboratory Systems, 2, 37-52(1987).

    [15] He X F. Locality preserving projectionsp[D]. Chicago: University of Chicago(2005).

    [18] Huang Y, Tang K, Sun Z. Locality sensitive discriminant analysis for classification of hyperspectral data. [C]∥2014 7th International Congress on Image and Signal Processing, October 14-16, 2014, Dalian, China. New York: IEEE, 292-296(2014).

    [19] He X F, Cai D, Yan S C et al. Neighborhood preserving embedding. [C]∥Tenth IEEE International Conference on Computer Vision (ICCV’05), October 17-21, 2005, Beijing, China. New York: IEEE, 2, 1208-1213(2005).

    [22] Pan Y S, Wang P F, Huang H et al[J]. Hyperspectral remote sensing image classification based on SSLPP Computer Science, 2013, 333-336, 373.

    Tools

    Get Citation

    Copy Citation Text

    Dongmei Huang, Xiaotong Zhang, Minghua Zhang, Wei Song, Yan Wang. Feature Extraction of Hyperspectral Images Based on Semi-Supervised Locality Preserving Projection with Spatial-Correlation[J]. Laser & Optoelectronics Progress, 2019, 56(2): 021003

    Download Citation

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

    Category: Image Processing

    Received: May. 21, 2018

    Accepted: Jul. 30, 2018

    Published Online: Aug. 1, 2019

    The Author Email: Minghua Zhang (mhzhang@shou.edu.cn)

    DOI:10.3788/LOP56.021003

    Topics