• Optics and Precision Engineering
  • Vol. 30, Issue 19, 2353 (2022)
Xiaodong WANG, Zhongyang YU, Zheng XU*, Shiqin LU, and Shipeng CUI
Author Affiliations
  • School of Mechanical Engineering, Dalian University of Technology, Dalian116023, China
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    DOI: 10.37188/OPE.20223019.2353 Cite this Article
    Xiaodong WANG, Zhongyang YU, Zheng XU, Shiqin LU, Shipeng CUI. Microscopic feature localization for mass precision assembly tasks[J]. Optics and Precision Engineering, 2022, 30(19): 2353 Copy Citation Text show less
    Training and implementation of feature localization vector machine
    Fig. 1. Training and implementation of feature localization vector machine
    Searching process of feature location
    Fig. 2. Searching process of feature location
    Precise assembly equipment for actuator components
    Fig. 3. Precise assembly equipment for actuator components
    Localization of mask template feature
    Fig. 4. Localization of mask template feature
    Localization of actuator components
    Fig. 5. Localization of actuator components
    Feature localization under various light intensities
    Fig. 6. Feature localization under various light intensities
    Comparison of compound feature and LBP feature
    Fig. 7. Comparison of compound feature and LBP feature
    Comparison of compound feature and HOG feature
    Fig. 8. Comparison of compound feature and HOG feature
    Feature positioning accuracy at X and Y directions
    Fig. 9. Feature positioning accuracy at X and Y directions
    Assembly process of actuator components
    Fig. 10. Assembly process of actuator components
    特征种类识别准确数量识别准确率/%
    复合特征10198.06
    HOG特征9390.29
    LBP特征6260.19
    Table 1. Comparison of feature positioning accuracy

    金字塔

    层数

    HOG

    /blocksize

    HOG

    /blockstride

    HOG

    /cellsize

    LBP/pLBP/r
    144484
    244484
    388888
    4888816
    5323216832
    Table 2. Experimental parameters of mass assembly
    次数X方向偏差Y方向偏差圆心偏差
    12.720.602.79
    23.802.064.32
    34.153.085.17
    42.793.014.10
    53.825.246.48
    63.436.036.94
    74.544.966.72
    80.846.136.19
    93.405.206.21
    100.241.821.84
    Table 3. Experimental results of assembly
    Xiaodong WANG, Zhongyang YU, Zheng XU, Shiqin LU, Shipeng CUI. Microscopic feature localization for mass precision assembly tasks[J]. Optics and Precision Engineering, 2022, 30(19): 2353
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