Laser & Optoelectronics Progress, Volume. 58, Issue 8, 0810009(2021)

Multi-Measure Similarity Method for Interpreting Bronze Inscriptions Based on Hu Moment and TF-KSURF

Lili Shang1, Huiqin Wang1、*, Ke Wang1, and Zhan Wang2
Author Affiliations
  • 1School of Information and Control Engineering, Xi'an University of Architecture and Technology, Xi'an, Shaanxi 710055, China
  • 2Shaanxi Institute for the Preservation of Culture Heritage, Xi'an, Shaanxi 710075, China
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    Figures & Tables(14)
    Schematic of the proposed method
    Contrast of inscriptions before and after NLM filtering
    Inscription images
    Different variant images of the same type of inscriptions
    Flowchart of TF-KSURF algorithm
    Influence of 7 Hu moments on matching rate
    Influence of different TF-KSURF weights on recognition rate of inscriptions
    Part images in dataset
    Retrieval samples
    MR curves of different measures
    NP curves of different measures
    • Table 1. Average recognition rate of two feature measures

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      Table 1. Average recognition rate of two feature measures

      MeasureAverage recognition rate /%
      SURF50.82
      TF-KSURF63.04
    • Table 2. Retrieval performance comparison of different methods

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      Table 2. Retrieval performance comparison of different methods

      CategoryMeasure in Ref.[5]SURFHu momentProposed method
      RM /%RNPRM /%RNPRM /%RNPRM /%RNP
      Class 160.90.3158.80.3261.70.4273.50.57
      Class 275.60.5276.50.4788.20.311000.68
      Class 384.60.4092.60.3285.20.3996.20.60
      Class 473.10.3873.10.4875.60.3485.40.61
      Class 595.50.5195.50.4595.50.401000.69
      Class 688.60.4283.30.3390.50.4492.90.59
      Class 792.90.3194.70.3194.70.4294.70.63
      Class 888.20.3991.70.4091.70.551000.71
      Class 991.40.3885.70.3988.60.3591.40.53
      Class 1084.60.3576.90.3284.60.3492.30.49
    • Table 3. Comparison of running time of different measures

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      Table 3. Comparison of running time of different measures

      MeasureAverage running time /s
      SURF5.0230
      TF-KSURF3.5395
      Hu moment2.1013
      Measure in Ref.[5]7.8857
      Proposed method3.9321
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    Lili Shang, Huiqin Wang, Ke Wang, Zhan Wang. Multi-Measure Similarity Method for Interpreting Bronze Inscriptions Based on Hu Moment and TF-KSURF[J]. Laser & Optoelectronics Progress, 2021, 58(8): 0810009

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    Paper Information

    Category: Image Processing

    Received: Aug. 3, 2020

    Accepted: Sep. 9, 2020

    Published Online: Apr. 22, 2021

    The Author Email: Huiqin Wang (hqwang@xauat.edu.cn)

    DOI:10.3788/LOP202158.0810009

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