Acta Photonica Sinica, Volume. 53, Issue 10, 1012001(2024)

A Multi-task Learning Method for 3D Reconstruction of Highly Reflective Surfaces

Mojing LI and Changku SUN*
Author Affiliations
  • State Key Laboratory of Precision Measurement Technology and Instruments, School of Precision Instrument and Opto-electronics Engineering, Tianjin University, Tianjin 300072, China
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    Figures & Tables(13)
    Schematic diagram of correspondence retrieval
    Reflection component model under dual viewpoints(in polar coordinates)
    Flowchart of the multitask learning
    The flowchart of the proposed algorithm
    Schematic diagram of experimental system
    Highly reflective surface to be measured
    Comparative experimental results of T-shaped sheet metal part
    Comparative experimental results of square sheet metal part
    Comparative experimental results of ceramic ornament
    IMR of the three methods during the reconstruction of different measured surfaces
    • Table 1. IMR(%)of T-shaped sheet metal part under different LI

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      Table 1. IMR(%)of T-shaped sheet metal part under different LI

      LI/%2040506075
      Manually selected tasks weight1.821.111.462.202.76
      Parallel multitask weight searching1.331.762.111.972.99
      Multitask weight searching with dynamic priority1.411.250.950.481.77
    • Table 2. IMR(%)of square sheet metal part under different LI

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      Table 2. IMR(%)of square sheet metal part under different LI

      LI/%2040506075
      Manually selected tasks weight3.213.365.777.839.29
      Parallel multitask weight searching2.172.543.412.996.01
      Multitask weight searching with dynamic priority2.032.681.930.923.90
    • Table 3. IMR(%)of ceramic ornament under different LI

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      View in Article

      Table 3. IMR(%)of ceramic ornament under different LI

      LI/%2040506075
      Manually selected tasks weight1.921.691.202.533.41
      Parallel multitask weight searching2.111.872.062.475.31
      Multitask weight searching with dynamic priority1.611.951.220.982.40
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    Mojing LI, Changku SUN. A Multi-task Learning Method for 3D Reconstruction of Highly Reflective Surfaces[J]. Acta Photonica Sinica, 2024, 53(10): 1012001

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    Paper Information

    Category: Instrumentation, Measurement and Metrology

    Received: Mar. 6, 2024

    Accepted: May. 9, 2024

    Published Online: Dec. 5, 2024

    The Author Email: SUN Changku (sunck@tju.edu.cn)

    DOI:10.3788/gzxb20245310.1012001

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