Spacecraft Recovery & Remote Sensing, Volume. 45, Issue 4, 139(2024)

Flue Cured Tobacco Area Extraction of Remote Sensing Image by Integrating Lightweight ASPP and U-Net

Shufeng HAO1... Yu GAO1, Ping LIU1,*, Yuang LI2, Huadong ZHANG3, Hongjie REN1, Shuaijie TIAN1 and Wentao KOU4 |Show fewer author(s)
Author Affiliations
  • 1College of Computer Science and Technology (College of Data Science), Taiyuan University of Technology, Taiyuan, 030024, China
  • 2College of Software, Taiyuan University of Technology, Taiyuan, 030024, China
  • 3College of Hydro Science and Engineering, Taiyuan University of Technology, Taiyuan, 030024, China
  • 4College of Mechanical and Vehicle Engineering, Taiyuan University of Technology, Taiyuan, 030024, China
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    Figures & Tables(13)
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    • Table 1. The experimental setup

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      Table 1. The experimental setup

      名称环境配置
      CPUAMD A10-7300,内存为8 GB
      图形处理器GPUTelas V100,内存为16 GB
      编程语言python3.5
      深度学习框架TensorFlow1.14.0+keras2.3.1
      CUDA版本9.0
      CUDNN版本7.6.5
    • Table 2. The parameters setting

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      Table 2. The parameters setting

      算法优化器迭代次数/次学习率批次大小
      FCNAdam1000.000 116
      U-NetAdam1000.00132
      SegNetAdam1000.00132
      DeepLabv3+Adam1000.00132
      本文方法Adam1000.000132
    • Table 3. The comparison of different tobacco area segmentation methods

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      Table 3. The comparison of different tobacco area segmentation methods

      算法PA/%MIoU/%参数量/MByte训练时间/h单图预测时间/ms
      U-Net92.983.195.00.5725
      FCN91.276.919.10.2212
      DeepLabv3+92.482.6209.41.0240
      SegNet92.081.044.10.3015
      本文方法93.784.195.20.5826
    • Table 4. The results of ablation study

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      Table 4. The results of ablation study

      算法PA/%MIoU/%参数量/MByte训练时间/h单图预测时间/ms
      U-Net92.983.195.00.5725
      方案一93.183.295.00.5725
      方案二93.684.195.50.5927
      本文方法93.784.195.20.5826
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    Shufeng HAO, Yu GAO, Ping LIU, Yuang LI, Huadong ZHANG, Hongjie REN, Shuaijie TIAN, Wentao KOU. Flue Cured Tobacco Area Extraction of Remote Sensing Image by Integrating Lightweight ASPP and U-Net[J]. Spacecraft Recovery & Remote Sensing, 2024, 45(4): 139

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    Paper Information

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    Received: Aug. 31, 2023

    Accepted: --

    Published Online: Nov. 1, 2024

    The Author Email: LIU Ping (liuping01@tyut.edu.cn)

    DOI:10.3969/j.issn.1009-8518.2024.04.014

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