Acta Optica Sinica, Volume. 40, Issue 21, 2115002(2020)

Depth Camera-Based Location and Restoration of Special Surface

Dian Fei, Jianlin Chen, Dongsheng Liu, and Zhijiang Zhang*
Author Affiliations
  • Key Laboratory of Specialty Fiber Optics and Optical Access Networks, Shanghai University, Shanghai 200444, China
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    Figures & Tables(12)
    Diagram of system
    Depth image preprocessing. (a) Raw depth image; (b) shadow noise area; (c) ROI segmentation; (d) reliability mask
    Depth histogram
    Weight setting near depth edge. (a) σ0 neighborhood range; (b) ωm function curve
    TSDF variation ηTS. (a) Color image; (b)-(d) ηTSγlη-TS, low pass filter parameter γl=0.6, 0.7, 0.8; (e)-(h) ηTS>γh<math id="Mml17" xmlns:mml="h
    Reference frame FIFO queue
    Model reparation experiment. (a) Model before reparation; (b) model after reparation; (c) experimental environment and setting; (d) peculiar object; (e) model detail before reparation; (f) model detail after reparation
    Models corresponding to different pose results. (a) Experimental setting; (b) KinectFusion; (c) SDF-tracker; (d) proposed method
    Comparison of reconstruction results 1. (a) Experimental environment and setting; (b)camera pose; (c) result obtained by algorithm Ⅰ; (d) result obtained by proposed method
    Comparison of reconstruction results 2. (a) Experimental environment and setting; (b)camera pose; (c)(d) result obtained by algorithm Ⅰ; (e)(f) result obtained by proposed method
    • Table 1. Error analysis of pose tracking in experiment Ⅰmm

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      Table 1. Error analysis of pose tracking in experiment Ⅰmm

      MethodAverage pose errorafter 100 framesAverage pose errorafter 300 framesAverage pose errorafter 600 frames
      KinectFusion32.838.262.6
      SDF-tracker26.127.533.8
      Proposed method25.727.029.7
    • Table 2. Error analysis of pose tracking in experiment Ⅱmm

      View table

      Table 2. Error analysis of pose tracking in experiment Ⅱmm

      MethodAverage pose errorafter 100 framesAverage pose errorafter 300 framesAverage pose errorafter 600 frames
      KinectFusion51.0100.2811.2
      SDF-tracker28.933.438.8
      Proposed method30.533.233.7
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    Dian Fei, Jianlin Chen, Dongsheng Liu, Zhijiang Zhang. Depth Camera-Based Location and Restoration of Special Surface[J]. Acta Optica Sinica, 2020, 40(21): 2115002

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    Paper Information

    Category: Machine Vision

    Received: Nov. 25, 2019

    Accepted: Jul. 15, 2020

    Published Online: Oct. 25, 2020

    The Author Email: Zhang Zhijiang (feidian@shu.edu.cn)

    DOI:10.3788/AOS202040.2115002

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