Chinese Optics, Volume. 17, Issue 2, 423(2024)

An autofocus algorithm for fusing global and local information in ferrographic images

Xin-liang LIU, Long-quan ZHANG, Sheng LENG, Jing-qiu WANG*, and Xiao-lei WANG
Author Affiliations
  • National Key Laboratory of Science and Technology on Helicopter Transmission, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China
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    Figures & Tables(15)
    Framework of autofocus algorithm
    (a) Schematic diagram of global autofocus module structure, (b) DBL structure and (c) ResBlock structure
    The structure of defocus distance regression network
    (a) Structure diagram of local autofocus module. (b) Upsample structure. (c) Concat structure
    Determination of focus direction
    Image acquisition platform
    Laplacian sharpness curves of an image sequence
    Autofocus process
    Focus results for different input images
    Focusing results of 4 groups of image sequences
    Autofocus results of proposed method on the test set
    Focusing results of four ablation experiments
    • Table 1. Results of each step in the focusing process

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      Table 1. Results of each step in the focusing process

      ith stepdist(frame)Accdof-1Accdof-3Accdof-5AT (s)
      163.649±12.9600.017±0.0090.039±0.0170.061±0.0270.118±0.034
      222.678±6.4080.061±0.0260.133±0.5830.202±0.0860.115±0.027
      315.404±5.6600.134±0.0620.257±0.1250.346±0.1530.118±0.041
      410.891±4.2050.194±0.0760.364±0.1350.474±0.1520.138±0.027
      57.393±3.2350.288±0.1020.523±0.1450.666±0.1410.140±0.019
      66.271±2.6800.360±0.1300.651±0.1490.801±0.1250.143±0.018
    • Table 2. Results of ablation experiments

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      Table 2. Results of ablation experiments

      消融实验序号GRUFocus strategyLAFdist(frame)Accdof-1Accdof-3Accdof-5
      消融实验129.496±16.8820.345±0.1500.578±0.1630.663±0.157
      消融实验281.259±71.5610.032±0.0470.068±0.0920.111±0.123
      消融实验3101.528±71.4570.023±0.0290.056±0.0590.084±0.086
      消融实验428.046±20.2250.253±0.1460.484±0.2020.626±0.216
      本文算法6.271±2.6800.360±0.1300.651±0.1490.801±0.125
    • Table 3. Results of different autofocus algorithms

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      Table 3. Results of different autofocus algorithms

      序号算法dist (frame)Accdof-1Accdof-3Accdof-5AT (s)
      1整图全局搜索法8.6470.1070.3210.53617.856
      2图像块全局搜索法8.6030.1790.3570.60722.068
      3爬山法12.9260.2860.4640.5001.459
      4HH-Net27.1770.0360.1790.4290.119
      5Autofocus-RNN31.8390.3210.4290.5710.419
      6本文算法6.2710.3600.6510.8010.771
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    Xin-liang LIU, Long-quan ZHANG, Sheng LENG, Jing-qiu WANG, Xiao-lei WANG. An autofocus algorithm for fusing global and local information in ferrographic images[J]. Chinese Optics, 2024, 17(2): 423

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    Paper Information

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    Received: Jul. 26, 2023

    Accepted: --

    Published Online: Apr. 15, 2024

    The Author Email:

    DOI:10.37188/CO.2023-0124

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