Optics and Precision Engineering, Volume. 29, Issue 12, 2915(2021)

Siamese network based satellite component tracking

Yun-da SUN1...2,3, Xue WAN1,2,3,*, and Sheng-yang LI1,23 |Show fewer author(s)
Author Affiliations
  • 1University of Chinese Academy of Sciences, Beijing00049, China
  • 2Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing100094, China
  • 3Key Laboratory of Space Utilization, Chinese Academy of Sciences, Beijing100094, China
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    Figures & Tables(12)
    Architecture of siamese network
    Training processing of siamese network
    Pipeline of our proposed algorithm
    Schematic of cross-correlation operation
    Cabin of spacecraft
    Solar panel of spacecraft
    Parts of testing video data
    Tracking results of spacecraft cabin and solar panel
    Success plot of spacecraft cabin tracking
    Success plot of spacecraft solar panel tracking
    • Table 1. Comparison of network architecture

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      Table 1. Comparison of network architecture

      AlexNet改进AlexNet
      输入224×224×3

      255×255×3

      127×127×3

      卷积层1

      48×11×11×3×2

      padding = 0

      96×11×11×3

      Batch Normalization padding=0

      卷积层2

      128×5×5×48×2

      padding=2

      256×5×5×96

      Batch Normalization padding=0

      卷积层3

      192×3×3×128

      padding=1

      384×3×3×256

      Batch Normalization padding=0

      卷积层4

      192×3×3×192

      padding=1

      384×3×3×384

      Batch Normalization padding=0

      卷积层5

      128×3×3×192

      padding=1

      256×3×3×384

      Batch Normalization padding=0

      全连接层6(相关计算层6)2 048×2

      6×6×256

      22×22×256

      全连接层72 048×2-
      分类层1 000-
    • Table 2. Experimental environment

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      Table 2. Experimental environment

      版本/设备名称版本号/设备型号
      CPUIntel(R) Xeon(R) Gold 5115 CPU @ 2.40 GHz
      GPURTX 3090 TITANV
      内存220 GB
      操作系统版本Ubuntu 18.04.5 LTS
      CUDA版本CUDA 11.0
      Python版本Python 3.8.5
      Pytorch版本Pytorch 1.7.1
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    Yun-da SUN, Xue WAN, Sheng-yang LI. Siamese network based satellite component tracking[J]. Optics and Precision Engineering, 2021, 29(12): 2915

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    Paper Information

    Category: Information Sciences

    Received: Apr. 29, 2021

    Accepted: --

    Published Online: Jan. 20, 2022

    The Author Email: WAN Xue (wanxue@csu.ac.cn)

    DOI:10.37188/OPE.20212912.2915

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