Spectroscopy and Spectral Analysis, Volume. 40, Issue 12, 3699(2020)

Joint Space-Spectrum SG Filtering Algorithms for Hyperspectral Images and Its Application

Hong-zhang NING1,1、*, Xin TAN1,1, Yu-hang LI1,1, Qing-bin JIAO1,1, and Wen-hao LI1,1
Author Affiliations
  • 1[in Chinese]
  • 11. Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China
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    Figures & Tables(8)
    Extending One-D SG convolution kernel into Two-D convolution kernel in four directions
    Pavia University hyperspectral image
    The performance comparison of TSG and SG with different convolution kernel parameters(a—c): SNR, PSNR, SSIM after SG filter; (d—f): SNR, PSNR, SSIM after TSG filter
    Gray image of 77 band(a): Raw image; (b): Processed by SG filter;(c): Processed by TSG filter
    The spectrum after processed by different filtering algorithms(a): Raw spectrum; (b): Processed by SG filter;(c): Processed by TSG filter
    The acquisition system of hyperspectral image
    The visualization of classification results and mask of wheat hyperspectral image(a—d): The hyperspectral image, mask imgae, classification results after SG/TSG filter of health wheat; (e—h): The hyperspectral image, mask imgae, classification results after SG/TSG filter of infected wheat
    • Table 1. Image classification performance after processed by different filtering algorithms

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      Table 1. Image classification performance after processed by different filtering algorithms

      数据集平均精度总分类精度卡帕系数
      未经滤波0.859 3330.870 6280.761 522
      经SG滤波0.870 8890.879 6460.775 600
      经TSG滤波0.991 5560.992 0600.983 613
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    Hong-zhang NING, Xin TAN, Yu-hang LI, Qing-bin JIAO, Wen-hao LI. Joint Space-Spectrum SG Filtering Algorithms for Hyperspectral Images and Its Application[J]. Spectroscopy and Spectral Analysis, 2020, 40(12): 3699

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    Paper Information

    Category: Research Articles

    Received: Sep. 13, 2019

    Accepted: --

    Published Online: Jun. 18, 2021

    The Author Email: Hong-zhang NING (875289508@qq.com)

    DOI:10.3964/j.issn.1000-0593(2020)12-3699-06

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