• Laser & Optoelectronics Progress
  • Vol. 57, Issue 4, 041511 (2020)
Zhengjie Lu1、**, Chunhui Li1, Guohua Geng1、*, PengBo Zhou2, Yan Li1, and Yang Liu1
Author Affiliations
  • 1College of Information Science and Technology, Northwest University, Xi'an, Shaanxi 710127, China
  • 2College of Arts and Media, Beijing Normal University, Beijing 100875, China
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    DOI: 10.3788/LOP57.041511 Cite this Article Set citation alerts
    Zhengjie Lu, Chunhui Li, Guohua Geng, PengBo Zhou, Yan Li, Yang Liu. Classification of Cultural Fragments Based on Adaptive Weights of Multi-Feature Descriptions[J]. Laser & Optoelectronics Progress, 2020, 57(4): 041511 Copy Citation Text show less
    Flow chart of algorithm steps
    Fig. 1. Flow chart of algorithm steps
    Terracotta warriors fragment with distinctive features
    Fig. 2. Terracotta warriors fragment with distinctive features
    Integral invariant
    Fig. 3. Integral invariant
    Feature computation. (a) G10-19-15(38) original fragment; (b) G10-19-15(38) local significant feature
    Fig. 4. Feature computation. (a) G10-19-15(38) original fragment; (b) G10-19-15(38) local significant feature
    G3-IV-14-5 lower body fragment
    Fig. 5. G3-IV-14-5 lower body fragment
    Fragment numberFragment screenshotNumber of verticesNumber of point sets
    G10-19-15(38)2654349
    G10-52-293793273
    G3-10-665628189
    G3-18-9280208173
    G10-19-131186823
    Table 1. Fragment connectivity calculation result
    FragmentationAmountCorrectclassificationWrongclassification
    Upper body503911
    Lower body573918
    Head41338
    Hand413110
    Legs and feet423012
    Table 2. Classification result
    FragmentationAccuracy /%
    Upper body78.00
    Lower body68.42
    Head80.48
    Hand75.00
    Legs and feet71.42
    Table 3. Classification accuracy
    FeaturedescriptorAverage describeduration /sMatch timeper round /s
    FPFH399183
    SHOT132303
    Descriptor ofthis paper159192
    Table 4. Feature descriptor comparison
    FragmentationAccuracy /%
    Upper body64.2
    Lower body53.5
    Head56.6
    Hand60.3
    Legs and feet59.6
    Table 5. FPFH classification accuracy
    Zhengjie Lu, Chunhui Li, Guohua Geng, PengBo Zhou, Yan Li, Yang Liu. Classification of Cultural Fragments Based on Adaptive Weights of Multi-Feature Descriptions[J]. Laser & Optoelectronics Progress, 2020, 57(4): 041511
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