Journal of Applied Optics, Volume. 45, Issue 2, 365(2024)

Yarn paper tube classification method with multi-linked fusion optimized template matching

Junbo BI, Guoping LI*, Meng LI, and Haining LIU
Author Affiliations
  • School of Mechanical, University of Jinan, Jinan 250024, China
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    Figures & Tables(10)
    Template matching with improved cross gray scale features
    Schematic of wavelet pyramid decomposition
    Flow chart of algorithm
    Comparison images of matching effect
    3D comparison diagrams of matching indicators
    Matching results of proposed algorithm on images with noise and defects
    Matching results of proposed algorithm
    • Table 1. Experimental results of each algorithm s

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      Table 1. Experimental results of each algorithm s

      图片SADSEA本文算法
      心形图案纱纸管1.3721.2030.126
      圆形图案纱纸管1.3821.2150.128
      笑脸图案纱纸管1.3181.2090.125
      心形图案纱纸管(高分辨率)30.522.460.920
    • Table 2. Ablation experiment

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      Table 2. Ablation experiment

      匹配算法匹配位置/pixel匹配时间/s
      算法1:SAD(0,60)1.372
      算法2:SAD优化算法SEA(0,60)1.293
      算法3:SEA+自动阈值(0,60)0.865
      算法4:算法3+十字灰度 特征及误差阈值(0,60)0.274
      算法5:算法4+小波金子塔(0,60)0.126
    • Table 3. Comparison experiment

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      Table 3. Comparison experiment

      匹配算法匹配位置/pixel匹配时间/s
      NCC(0,60)2.269
      基于动态规划和降采样的 NCC算法[14](2,56)0.672
      自适应步长模板匹配算法[15](0,60)0.368
      SSDA+粗精策略匹配算法[16](0,60)0.579
      本文所提算法(0,60)0.126
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    Junbo BI, Guoping LI, Meng LI, Haining LIU. Yarn paper tube classification method with multi-linked fusion optimized template matching[J]. Journal of Applied Optics, 2024, 45(2): 365

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    Paper Information

    Category: Research Articles

    Received: May. 12, 2023

    Accepted: --

    Published Online: May. 28, 2024

    The Author Email: Guoping LI (李国平(1971—))

    DOI:10.5768/JAO202445.0202003

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