Spectroscopy and Spectral Analysis, Volume. 42, Issue 2, 647(2022)

Green Apple Detection Based on Optimized FCOS in Orchards

Zhong-hua ZHANG1、*, Wei-kuan JIA1、1; 2; *;, Wen-jing SHAO1、1;, Su-juan HOU1、1;, Ze Ji3、3;, Yuan-jie ZHENG1、1;, and [in Chinese]3、3;
Author Affiliations
  • 11. School of Information Science and Engineering, Shandong Normal University, Ji'nan 250358, China
  • 33. School of Engineering, Cardiff University, Cardiff CF24 3AA, United Kingdom
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    Figures & Tables(12)
    Green apple images in orchard environment
    Examples of different types of image enhancement
    FCOS network structure diagram
    (a) Top-down pathway; (b) bottom-up pathway
    Optimized FCOS nerwork
    Coordinate mapping
    Centerness* value change
    Loss value curve (a) and AP value curve (b)
    Detection effect of the model in different interference scenes
    Detection effect images of 5 detectors in different complex scenes
    • Table 1. Evaluation results of FCOS network

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      Table 1. Evaluation results of FCOS network

      MetricAPAPIoU=0.5APsamllAPmediumAPlargeARARsamllARmediumARlargeParamsFLOPs
      Value85.6%90.0%30.7%73.6%87.6%87.6%46.3%81.2%89.4%32.0 M47.5 G
    • Table 2. Detection results of different models

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      Table 2. Detection results of different models

      MethodsMetrics
      AP
      /%
      AR
      /%
      Params
      /M
      FLOPs
      /G
      two-stage anchor-based
      Faster R-CNN84.786.741.560.0
      one-stage anchor-based
      SSD51275.178.424.480.5
      RetinaNet83.184.736.148.4
      one-stage anchor-free
      FSAF83.784.836.048.0
      ours
      FCOS85.687.632.047.5
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    Zhong-hua ZHANG, Wei-kuan JIA, Wen-jing SHAO, Su-juan HOU, Ze Ji, Yuan-jie ZHENG, [in Chinese]. Green Apple Detection Based on Optimized FCOS in Orchards[J]. Spectroscopy and Spectral Analysis, 2022, 42(2): 647

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    Paper Information

    Category: Research Articles

    Received: Jan. 2, 2021

    Accepted: Feb. 1, 2021

    Published Online: Apr. 2, 2022

    The Author Email: ZHANG Zhong-hua (zzhs9714@163.com)

    DOI:10.3964/j.issn.1000-0593(2022)02-0647-07

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