Remote Sensing Technology and Application, Volume. 39, Issue 5, 1075(2024)

Two-stage Grassland Degradation Indicator Species Classification based on Improved Unet Model for UAV Images

Zhicheng CHEN, Huawei WAN, Fengming WAN, Jixi GAO, Lin SUN, and Bin YANG
Author Affiliations
  • Center for Satellite Application on Ecology and Environment,Ministry of Ecology and Environment, Beijing100094, China
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    Figures & Tables(11)
    Image of the study area
    UAV data acquisition system
    Two-stage classification process flow chart
    RepVGG structure diagram
    MyBlock structure diagram
    Improved the network structure diagram
    Unet and the method in this paper compared the training iteration graph
    Phase I object detection results (Part)
    Phase II classification results (Part)
    • Table 1. Object detection model classification results

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      View in Article

      Table 1. Object detection model classification results

      模型mAP/%Precision/%Recall/%
      YOLOv597.9495.0193.01
    • Table 2. Model performance comparison

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      View in Article

      Table 2. Model performance comparison

      模型MIoU/%F1/%

      召回率/%

      (冷蒿)

      召回率/%

      (银灰旋花)

      精度/%

      (冷蒿)

      精度/%

      (银灰旋花)

      模型大小/MBParams/MFLOPs/G
      Unet79.8688.8390.7488.4282.2394.1951.313 395 589124.23
      本文方法90.9993.3893.1597.0695.8495.1117.54 596 23815.34
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    Zhicheng CHEN, Huawei WAN, Fengming WAN, Jixi GAO, Lin SUN, Bin YANG. Two-stage Grassland Degradation Indicator Species Classification based on Improved Unet Model for UAV Images[J]. Remote Sensing Technology and Application, 2024, 39(5): 1075

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    Paper Information

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    Received: May. 27, 2023

    Accepted: --

    Published Online: Jan. 7, 2025

    The Author Email:

    DOI:10.11873/j.issn.1004-0323.2024.5.1075

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