• Chinese Optics Letters
  • Vol. 18, Issue 7, 071001 (2020)
Qin Shu1, Xiuli He1, Chang Wang1、*, and Yunxiu Yang2
Author Affiliations
  • 1College of Electrical Engineering, Sichuan University, Chengdu 610065, China
  • 2Southwest Institute of Technical Physics, Chengdu 610041, China
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    DOI: 10.3788/COL202018.071001 Cite this Article Set citation alerts
    Qin Shu, Xiuli He, Chang Wang, Yunxiu Yang. Parallel registration algorithm with arbitrary affine transformation[J]. Chinese Optics Letters, 2020, 18(7): 071001 Copy Citation Text show less
    Schematic diagram of the registration process: (a) initial state, (b) point clouds after being whitened, (c) point cloud after registration.
    Fig. 1. Schematic diagram of the registration process: (a) initial state, (b) point clouds after being whitened, (c) point cloud after registration.
    Comparison of Whitening-ICP with Affine-ICP, CPD, and MDAR on different SNR for the Bunny point cloud. Error bars: registration error means and standard deviations over 100 trials.
    Fig. 2. Comparison of Whitening-ICP with Affine-ICP, CPD, and MDAR on different SNR for the Bunny point cloud. Error bars: registration error means and standard deviations over 100 trials.
    Bunny point cloud registration effect of several algorithms under the condition that the point cloud is affine transformed.
    Fig. 3. Bunny point cloud registration effect of several algorithms under the condition that the point cloud is affine transformed.
    Face point cloud registration effect of several algorithms under the condition that the point cloud is affine transformed.
    Fig. 4. Face point cloud registration effect of several algorithms under the condition that the point cloud is affine transformed.
    Point cloud and objects.
    Fig. 5. Point cloud and objects.
    Registration results of several algorithms.
    Fig. 6. Registration results of several algorithms.
    MetricSNRCPDAffine-ICPMDARWhitening-ICP
    Ave. Error (mm)200.68341.82350.97310.2641
    250.68821.91110.92080.3684
    300.18252.30220.63750.0788
    350.62372.04440.85720.0612
    Ave. Time (s)201219195.243.640.3
    251410170.928.252.8
    301484344.624.919.4
    35133070.341.513.4
    Table 1. Registration Effect Under Different Signal-to-Noise Ratios
    MetricCPDAffine-ICPPR-GLSMDARWhitening-ICP
    Ave. Error (mm)0.09110.41510.38030.27960.1314
    Ave. Time (s)3.50.135.10.60.1
    Table 2. Registration Results on 100 Trials for Face Point Cloud
    MetricAlgorithmBottleCupBanana
    Ave. Error (mm)CPD0.48460.34480.6374
    Affine-ICP0.76820.310218.0051
    MDAR1.38730.88580.4394
    Whitening-ICP0.40360.29640.4511
    Ave. Time (s)CPD550902263
    Affine-ICP12968.4294
    MDAR9.816.47.09
    Whitening-ICP145.479.051.4
    Table 3. Registration Results on 50 Trials for Three Actual Objects
    Qin Shu, Xiuli He, Chang Wang, Yunxiu Yang. Parallel registration algorithm with arbitrary affine transformation[J]. Chinese Optics Letters, 2020, 18(7): 071001
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