Laser & Optoelectronics Progress, Volume. 60, Issue 22, 2212004(2023)

Detection Technology of Pineapple Thorn Based on Feature Extraction and Space Position

Ying Li, Hao Yuan*, Kaibin Wang, Zifen He, and Yao Dong
Author Affiliations
  • Faculty of Mechanical and Electrical Engineering, Kunming University of Science and Technology, Kunming 650500, Yunnan , China
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    Figures & Tables(23)
    Flow chart of pineapple thorn detection
    Image with background removed
    Image filtering
    Removing image shadows
    Global thresholds
    Adaptive thresholds
    Morphological processing results. (a) Binary graph; (b) corrosion; (c) expansion; (d) closed operation
    Result of division of connected area
    Connected domain contour
    Processing results
    Detection results
    Coordinate system
    Schematic diagram of geometric relations
    Projection relation
    Sectional data
    Schematic diagram of constant length arc projection
    Original image
    Detection results of simple speckle detection algorithm
    Detection results of the proposed method
    Experimental platform
    Pineapple image
    • Table 1. Comparison of detection results between proposed method and simple speckle detection algorithm

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      Table 1. Comparison of detection results between proposed method and simple speckle detection algorithm

      ParameterSimple speckle detection algorithmProposed method
      1st accuracy /%94.7497.36
      2nd accuracy /%94.4499.14
      3rd accuracy /%94.1297.06
      4th accuracy /%91.6798.51
      Average speed /(frame·s-19.16711.171
    • Table 2. Error analysis

      View table

      Table 2. Error analysis

      Picture No.Error 1Error 2Error 3Error 4Average errorMax error
      a0.610.370.310.320.330.63
      b0.320.340.220.16
      c0.180.220.320.27
      d0.250.430.580.63
      e0.330.330.150.22
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    Ying Li, Hao Yuan, Kaibin Wang, Zifen He, Yao Dong. Detection Technology of Pineapple Thorn Based on Feature Extraction and Space Position[J]. Laser & Optoelectronics Progress, 2023, 60(22): 2212004

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    Paper Information

    Category: Instrumentation, Measurement and Metrology

    Received: May. 12, 2023

    Accepted: Jun. 5, 2023

    Published Online: Nov. 6, 2023

    The Author Email: Yuan Hao (1204716405@qq.com)

    DOI:10.3788/LOP231299

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