Laser & Optoelectronics Progress, Volume. 62, Issue 8, 0812002(2025)
Defect Detection of PCB Based on Lightweight ADS-YOLOv8n
[1] Zhou Y, Yan Y Z, Chen H Y et al. Defect detection of photovoltaic cells based on improved YOLOv8[J]. Laser & Optoelectronics Progress, 61, 0812008(2024).
[2] Feng H J, Shi J F, Qiu R et al. Crystal component bulk damage point detection based on improved YOLOv8[J]. Laser & Optoelectronics Progress, 61, 2212004(2024).
[8] Ji T Y, Zhao Q, Yu W T et al. PCB board defect detection model based on enhanced small-target feature extraction[J]. Instrument Technique and Sensor, 87-92(2023).
[9] Yang Y Y, Xia Y C. Accuracy improvement of deep learning algorithm for PCB defect detection[J]. Journal of Electronic Measurement and Instrumentation, 37, 11-19(2023).
[10] 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).
[28] Xu Y Q, Xiao J Q, Xie X. Research on PCB defect detection algorithm based on Yolov5-TGs[J]. Microelectronics & Computer, 41, 21-34(2024).
[29] 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).
[30] Hu L L, Deng C. PCB defect detection algorithm based on SimAM-YOLOv5s[J]. Radio Engineering, 54, 1136-1145(2024).
[32] Zhang G, Chen T, Wang J P et al. Lightweight PCB surface defect detection algorithm[J]. Journal of Beijing University of Posts and Telecommunications, 47, 38-44(2024).
[33] Li D H, Xu A, Wang S et al. Printed circuit board defect detection based on improved YOLOv5[J]. Electronic Measurement Technology, 46, 112-119(2023).
[34] Wang Y, Luo J, Tao J et al. Printed circuit board defect detection based on YOLOv8-PCB[J]. Laser & Optoelectronics Progress, 62, 041200(2025).
Get Citation
Copy Citation Text
Qitao Hu, Qijie Zou. Defect Detection of PCB Based on Lightweight ADS-YOLOv8n[J]. Laser & Optoelectronics Progress, 2025, 62(8): 0812002
Category: Instrumentation, Measurement and Metrology
Received: Aug. 28, 2024
Accepted: Oct. 8, 2024
Published Online: Apr. 3, 2025
The Author Email: Qijie Zou (jessie_zou_zou@163.com)
CSTR:32186.14.LOP241923