IEEE

Hierarchical Optimization Framework for Robust PCB Defect Detection via Adaptive YOLOv12 Architecture

Abstract: The requirement of trustable and precise defect detection in Printed Circuit Boards (PCBs) remains a challenge in the industrial setting. Often certain microscopic anomalies that are ...
GitHub

PCB Defect Detection — Model Comparison Report

Measured on NVIDIA RTX A6000 (shared GPU, other processes active), batch size 1, image size 640×640, with 5 warm-up images excluded from timing. RT-DETR Val [email protected]:0.95 0.6761 (ep 20) 0.7464 (ep 14)* ...

Vadzo Imaging Unveils World’s First 13MP Autofocus USB 3.2 Gen 2×2 Camera for High-Speed Industrial Imaging

Ultra Fast 20Gbps USB 3.2 Gen 2×2 Camera Type C | Onsemi AR1335 Color Camera | ROI Based Autofocus and Auto Exposure | ...
IEEE

Few-shot Defect Detection of Printed Circuit Board via Efficient Multi-scale Channel Attention Mechanism and Adaptive Weight

Abstract: The scarcity of defect samples remains a major bottleneck for surface defect detection systems in printed circuit boards (PCB) manufacturing, particularly when identifying unseen or ...