Laser & Optoelectronics Progress, Volume. 59, Issue 14, 1415009(2022)

Survey of Scratch Detection Technology Based on Machine Vision

Lemiao Yang and Fuqiang Zhou*
Author Affiliations
  • School of Instrumentation and Optoelectronic Engineering, Beihang University, Beijing 100191, China
  • show less
    References(46)

    [2] Feng C, Jiang Y, Zhao X M. Micro defect detection of steel ball surface based on spatial omni-directional light source[J]. Laser & Optoelectronics Progress, 59, 0212002(2022).

    [9] Yan H, Zhao Q F, Xie M et al. Edge detection and repair of PCBA components based on adaptive canny operator[J]. Acta Optica Sinica, 41, 0515003(2021).

    [13] Zhang J P, Sun H Y, Wang S L et al. Three-dimensional reconstruction technology of subsurface defects in fused silica optical components[J]. Acta Optica Sinica, 40, 0216001(2020).

    [21] Chang J, Guan S Q, Shi H Y et al. Strip defect classification based on improved generative adversarial networks and MobileNetV3[J]. Laser & Optoelectronics Progress, 58, 0410016(2021).

    [24] Deng J, Li W X, Wu S J. Detection of defects in glass-ceramics based on grayscale and geometric features[J]. Optical Technique, 47, 428-431(2021).

    [25] Lin L, Zang T G. Edge detection of defect for resin lenses based on machine vision[J]. Machine Building & Automation, 50, 230-232, 240(2021).

    [38] Luo H, Li J, Jia C. Rail surface defect detection based on image enhancement and improved cascade R-CNN[J]. Laser & Optoelectronics Progress, 58, 2212001(2021).

    [42] Zhou T Y, Zhu Q B, Huang M et al. Defect detection of chip on carrier based on improved YOLOV3[J]. Laser & Optoelectronics Progress, 58, 1210002(2021).

    [43] Sun L S, Wei J X, Zhu D M et al. Surface defect detection algorithm of aluminum profile based on AM-YOLOv3 model[J]. Laser & Optoelectronics Progress, 58, 2415007(2021).

    [46] Meng Q, Miao H, Li L et al. Data enhancement of lens defect based on dual channel generative adversarial networks[J]. Laser & Optoelectronics Progress, 58, 2015001(2021).

    Tools

    Get Citation

    Copy Citation Text

    Lemiao Yang, Fuqiang Zhou. Survey of Scratch Detection Technology Based on Machine Vision[J]. Laser & Optoelectronics Progress, 2022, 59(14): 1415009

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Machine Vision

    Received: Mar. 9, 2022

    Accepted: May. 9, 2022

    Published Online: Jul. 1, 2022

    The Author Email: Zhou Fuqiang (zfq@buaa.edu.cn)

    DOI:10.3788/LOP202259.1415009

    Topics