Chinese Journal of Lasers, Volume. 49, Issue 23, 2310003(2022)

Application of MVSNet in 3D Reconstruction of Space Objects

Siqi Wang1,3, Jiaqiang Zhang1,3, Liyuan Li1,3、*, Xiaoyan Li1,2, and Fansheng Chen1,2
Author Affiliations
  • 1Key Laboratory of Intelligent Infrared Perception, Shanghai Institute of Technical Physics, Chinese Academy of Sciences, Shanghai 200083, China
  • 2Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou 310024, Zhejiang, China
  • 3University of Chinese Academy of Sciences, Beijing 100049, China
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    Figures & Tables(11)
    Structural diagram of MVSNet network
    Architecture diagram of feature extraction network
    Architecture diagram of cost volume regularization network
    Camera location map
    Space target dataset
    Reconstruction results for non-Lambertian reflector region of Clementine satellite obtained by different methods. (a)Ground truth;(b)VisualSFM;(c)COLMAP;(d)SurfaceNet;(e) our method
    Reconstruction results for low-textured region of Clementine satellite obtained by different methods. (a)Ground truth;(b)VisualSFM;(c)COLMAP;(d)SurfaceNet;(e) our method
    Reconstruction results for repetitive texture region of Clementine satellite obtained by different methods. (a)Ground truth;(b)VisualSFM;(c)COLMAP;(d)SurfaceNet;(e) our method
    • Table 1. Performance comparison of different algorithms on DTU dataset

      View table

      Table 1. Performance comparison of different algorithms on DTU dataset

      MethodMean accuracy error /mmMean completeness error /mmOverall error /mm
      Our method0.4490.3790.414
      SurfaceNet0.5100.7480.629
      COLMAP0.4000.6440.522
      VisualSFM0.6130.8350.724
    • Table 2. Running time

      View table

      Table 2. Running time

      MethodOur methodSurfaceNetCOLMAPVisualSFM
      Running time /s230368022700223
    • Table 3. Performance comparison of algorithms under different numbers of matching views

      View table

      Table 3. Performance comparison of algorithms under different numbers of matching views

      Number of matching viewsMean accuracy error /mmMean completeness error /mmOverall error /mm
      20.4770.4310.454
      30.4490.3790.414
      40.4320.3540.393
      50.4290.3450.387
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    Siqi Wang, Jiaqiang Zhang, Liyuan Li, Xiaoyan Li, Fansheng Chen. Application of MVSNet in 3D Reconstruction of Space Objects[J]. Chinese Journal of Lasers, 2022, 49(23): 2310003

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    Paper Information

    Category: remote sensing and sensor

    Received: Mar. 14, 2022

    Accepted: Apr. 7, 2022

    Published Online: Oct. 31, 2022

    The Author Email: Li Liyuan (liliyuan@mail.sitp.ac.cn)

    DOI:10.3788/CJL202249.2310003

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