Remote Sensing Technology and Application, Volume. 39, Issue 3, 603(2024)

L1 Regularization based Temporal Reconstruction Method for MODIS Surface Reflectance Data

Yuhao WANG, Huanfeng SHEN*, and Zhiwei LI
Author Affiliations
  • School of Resource and Environmental Sciences, Wuhan University, Wuhan430079, China
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    Figures & Tables(7)
    Flowchart of the proposed method
    Location of study area
    Comparison of pixel time series curves of different land cover types with different missing percentages
    True color views of original image and reconstructed result (January 7, 2021)
    Comparison of local true color view of different reconstruction results in mountainous areas (February 5, 2013)
    Comparison of local true color view of different reconstruction results in vegetation areas (May 3, 2020)
    • Table 1. Quantitative evaluation of reconstruction results with different percentage of missing pixels

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      Table 1. Quantitative evaluation of reconstruction results with different percentage of missing pixels

      RMSECC
      10%25%50%75%平均值10%25%50%75%平均值
      SG0.068 40.067 00.065 40.066 00.066 70.826 50.824 40.818 20.794 80.816 0
      HP0.063 10.063 30.063 60.064 80.063 70.843 20.837 70.824 70.793 80.824 8
      L10.060 50.061 20.062 30.065 50.062 40.846 20.841 10.828 60.798 10.828 5
      HANTS0.060 60.061 80.063 60.065 70.062 90.866 40.861 40.849 80.821 30.849 7
      wL10.052 50.051 40.051 10.056 30.052 80.871 00.868 60.865 50.854 50.864 9
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    Yuhao WANG, Huanfeng SHEN, Zhiwei LI. L1 Regularization based Temporal Reconstruction Method for MODIS Surface Reflectance Data[J]. Remote Sensing Technology and Application, 2024, 39(3): 603

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    Paper Information

    Category:

    Received: Jan. 31, 2022

    Accepted: --

    Published Online: Dec. 9, 2024

    The Author Email: Huanfeng SHEN (shenhf@whu.edu.cn)

    DOI:10.11873/j.issn.1004-0323.2024.3.0603

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