基于上下文信息融合与动态采样的主板缺陷检测方法

鞠文博,董华军

Motherboard defect detection method based on context information fusion and dynamic sampling

Wenbo JU,Huajun DONG

表 2 主板缺陷数据集上不同模型的性能参数与检测精度对比

Tab.2 Comparison of performance parameters and detection accuracy of different models on mainboard defect dataset

网络模型 P/% R/% mAP/% Para/107 FPS/帧 Faster-RCNN 80.9 79.2 80.3 4.1 30.0 Cascade-RCNN 85.6 88.3 86.7 6.9 28.5 SSD 83.2 84.4 84.0 2.4 79.2 YOLOv7tiny 94.5 95.6 95.2 0.6 44.6 YOLOv8s 95.9 93.8 95.5 1.1 65.5 YOLOv9 96.6 96.9 96.2 2.5 45.2 BC-YOLO 98.4 98.6 98.6 2.7 52.6