Laser & Optoelectronics Progress, Volume. 62, Issue 4, 0412002(2025)

Defect Detection of Printed Circuit Boards Based on YOLOv8-PCB

Yan Wang*, Jian Luo, Jin Tao, Hong Peng, and Siyi Chen
Author Affiliations
  • School of Electrical Engineering and Information, Southwest Petroleum University, Chengdu 610500, Sichuan , China
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    References(31)

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    [12] Shen P, Li X, Yang N et al. Lightweight YOLOv8 PCB defect detection algorithm based on triple attention[J]. Microelectronics and Computer, 41, 20-30(2024).

    [13] Xie X, Xiao J Q, Wang Y C et al. Deep PCB defect detection based on improved YOLOv5s algorithm[J]. Microelectronics & Computer, 40, 1-9(2023).

    [14] Shi Z X, Mao Z C. Improved PCB defect detection method based on YOLOv5[J]. Electronic Measurement Technology, 46, 123-130(2023).

    [20] Wu Y Q, Zhao L Y, Yuan Y B et al. Research status and prospect of PCB defect detection algorithm based on machine vision[J]. Journal of Instrumentation, 43, 1-17(2022).

    [21] Liao X T, Zhang J, Lü S P. Defect detection for PCB by combining shallow features and attention mechanism[J]. Computer Integrated Manufacturing Systems, 30, 1092-1104(2024).

    [28] Wang S Q, Zhang Z Y, Zhu W X et al. Surface defect detection of PCB based on improved YOLOv5[J]. Instrument Technique and Sensor, 106-111(2023).

    [29] Hu L L, Deng C. PCB defect detection algorithm based on SimAM-YOLOv5s[J]. Radio Engineering, 54, 1136-1145(2024).

    [31] Peng H, Zhou B W, Ouyang W Q et al. Research on defect detection of lightweight PCB based on dual channel attention[J]. Journal of Optoelectronics·Laser, 35, 506-515(2024).

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    Yan Wang, Jian Luo, Jin Tao, Hong Peng, Siyi Chen. Defect Detection of Printed Circuit Boards Based on YOLOv8-PCB[J]. Laser & Optoelectronics Progress, 2025, 62(4): 0412002

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    Paper Information

    Category: Instrumentation, Measurement and Metrology

    Received: May. 6, 2024

    Accepted: Jun. 19, 2024

    Published Online: Feb. 24, 2025

    The Author Email:

    DOI:10.3788/LOP241218

    CSTR:32186.14.LOP241218

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