Laser & Optoelectronics Progress, Volume. 58, Issue 4, 0410020(2021)

Wheelset Tread Defect Detection Method Based on Target Detection Network

Li Zhang1, Danping Huang1、*, Shipeng Liao2, Shaodong Yu1,3, Jianqiu Ye1, Xin Wang1, and Na Dong1
Author Affiliations
  • 1School of Mechanical Engineering, Sichuan University of Science & Engineering, Yibin, Sichuan 644000, China;
  • 2Chengdu Institute of Computer Application, Chinese Academy of Sciences, Chengdu, Sichuan 610041, China
  • 3School of Mechanical Engineering, Sichuan University, Chengdu, Sichuan 610065, China
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    References(22)

    [2] Guo Q, Cui J Y, Zhang Z F. Overview of measurement method for wheels of railway vehicles[J]. Chinese Journal of Scientific Instrument, 27, 1125-1127(2006).

    [3] Lü H B. Research on damaged tread detection of train wheel set under machine vision[D]. Nanjing: Nanjing University of Aeronautics and Astronautics(2017).

    [6] Ren S Q, He K M, Girshick R et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 39, 1137-1149(2017).

    [7] Redmon J, Divvala S, Girshick R, real-time object detection[EB/OL] et al. -05-09)[2020-07-09]. https:∥arxiv., org/abs/1506, 02640(2016).

    [8] Liu W, Anguelov D, Erhan D et al. SSD: single shot MultiBox detector[M]. ∥Leibe B, Matas J, Sebe N, et al. Computer vision-ECCV 2016. Lecture notes in computer science. Cham: Springer, 9905, 21-37(2016).

    [12] Redmon J. -04-08)[2020-07-09]. https:∥arxiv., org/abs/1804, 02767(2018).

    [16] Li J H, Lin L J, Tian K et al. Improved Faster R-CNN for field balsam pear disease detection[J]. Transactions of the Chinese Society of Agricultural Engineering, 36, 179-185(2020).

    [20] Zhong Y Y, Wang J F, Peng J et al[2020-07-09]. Anchor box optimization for object detection [2020-07-09].https:∥arxiv.org/pdf/1812.00469.pdf..

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    Li Zhang, Danping Huang, Shipeng Liao, Shaodong Yu, Jianqiu Ye, Xin Wang, Na Dong. Wheelset Tread Defect Detection Method Based on Target Detection Network[J]. Laser & Optoelectronics Progress, 2021, 58(4): 0410020

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    Paper Information

    Category: Image Processing

    Received: Jul. 10, 2020

    Accepted: Aug. 12, 2020

    Published Online: Feb. 24, 2021

    The Author Email: Huang Danping (hdpyx2002@163.com)

    DOI:10.3788/LOP202158.0410020

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