• Spacecraft Recovery & Remote Sensing
  • Vol. 45, Issue 6, 113 (2024)
Yong LIU, Weili YANG, Pengyu GUO, Lu CAO, Xinhui WANG, Ling MENG, and Weidong ZHAO
Author Affiliations
  • National Innovation Institute of Defense Technology, Academy of Military Sciences, Beijing 100071, China
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    DOI: 10.3969/j.issn.1009-8518.2024.06.010 Cite this Article
    Yong LIU, Weili YANG, Pengyu GUO, Lu CAO, Xinhui WANG, Ling MENG, Weidong ZHAO. Landcover Classification Method for Multispectral Satellite Remote Sensing Imagery Based on Improved YOLOv5[J]. Spacecraft Recovery & Remote Sensing, 2024, 45(6): 113 Copy Citation Text show less
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    波段mIoU稻田灌溉地旱地园地乔木林灌木林自然草地人工草地工业用地城市住宅农村住宅道路河流湖泊池塘
    RGB+NIR55.553.291.147.322.175.617.069.545.263.374.064.459.055.672.423.4
    RGB53.052.887.643.819.573.416.566.242.063.273.963.956.752.971.523.0
    Table 1. Comparison of performance of different bands
    颈部网络mIoU稻田灌溉地旱地园地乔木林灌木林自然草地人工草地工业用地城市住宅农村住宅道路河流湖泊池塘
    FPN36.141.283.919.310.860.62.054.412.445.061.136.92.535.862.013.3
    FPN+PAN55.553.291.147.322.175.617.069.545.263.374.064.459.055.672.423.4
    Table 2. Comparison of FPN and FPN+PAN performance
    分割头mIoU稻田灌溉地旱地园地乔木林灌木林自然草地人工草地工业用地城市住宅农村住宅道路河流湖泊池塘
    FCN50.951.685.640.121.474.311.968.430.462.973.461.454.954.470.721.7
    ProtoNet55.553.291.147.322.175.617.069.545.263.374.064.459.055.672.423.4
    Table 3. Comparison of FCN and ProtoNet performance
    网络类型mIoU稻田灌溉地旱地园地乔木林灌木林自然草地人工草地工业用地城市住宅农村住宅道路河流湖泊池塘
    VN-YOLOv5-Seg55.553.291.147.322.175.617.069.545.263.374.064.459.055.672.423.4
    PSPNet52.954.485.640.121.474.311.968.430.462.973.461.454.957.568.028.7
    DeepLabV354.356.689.241.121.270.215.664.537.964.173.962.559.360.973.523.6
    U-Net54.155.790.144.019.574.212.264.038.964.474.463.757.655.270.727.9
    Table 4. Comparison of different networks performance
    Yong LIU, Weili YANG, Pengyu GUO, Lu CAO, Xinhui WANG, Ling MENG, Weidong ZHAO. Landcover Classification Method for Multispectral Satellite Remote Sensing Imagery Based on Improved YOLOv5[J]. Spacecraft Recovery & Remote Sensing, 2024, 45(6): 113
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