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
  • show less
    References(11)

    [2] K Jia W, J Lian, Y Zhang et al. International Journal of Advanced Robotic Systems, 17, 25310(2020).

    [4] A Koirala, B Walsh K, Z Wang et al. Computers and Electronics in Agriculture, 162, 219(2019).

    [5] P Boogaard F, G W Kootstra, K S A H Rongen. Biosystems Engineering, 192, 117(2020).

    [6] S Bargoti, P Underwood J. Journal of Field Robotics, 34, 1039(2017).

    [7] W Jia, R Luo, Y Tian et al. Computers and Electronics in Agriculture, 172, 105380(2020).

    [9] S Belongie, Y Lin T, M Maire et al. Micosoft COCO: Common Objects in Context, European Conference on Computer Vision. Springer, Cham, 740(2014).

    [10] H Chen, C Shen, Z Tian et al. FCOS: Fully Convolutional One-Stage Object Detection, Proceedings of the IEEE International Conference on Computer Vision, 9627(2019).

    [11] R Girshick, K He, S Ren et al. IEEE Transactions on Pattern Analysis and Machine Intelligence, 39, 1137(2016).

    [12] D Anguelov, D Erhan, W Liu et al. SSD: Single Shot MultiBox Detector, European Conference on Computer Vision. Springer, Cham, 21(2016).

    [13] R Girshick, P Goyal, Y Lin T et al. Focal Loss for Dense Object Detection, Proceedings of the IEEE International Conference on Computer Vision, 2980(2017).

    [14] Y He, M Savvides, C Zhu. Feature Selective Anchor-Free Module for Single-Shot Object Detection, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition(2019).

    Tools

    Get Citation

    Copy Citation Text

    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

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    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

    Topics