Abstract: In order to address the challenge of detecting small surface defects on PCB electrical and electronic components, this study proposes a model called SOF-YOLO. SOF-YOLO introduces Spatial ...
A curated and enhanced dataset for PCB defect detection with 6 common manufacturing defects. This dataset is cleaned, corrected, and optimized for machine learning research. License This dataset is ...
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 mAP@0.5:0.95 0.6761 (ep 20) 0.7464 (ep 14)* ...
Walkthroughs, tutorials, guides, and tips. This story will teach you how to do something new or how to do something better. Change point detection is a helpful tool that spots moments when data, such ...
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 ...
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