基于高精多尺度集成的轻量织物缺陷检测方法

张捷皓,张进峰,吴威涛,向忠

Lightweight fabric defect detection method based on high precision multi-scale integration

Jiehao ZHANG,Jinfeng ZHANG,Weitao WU,Zhong XIANG

表 4 不同模型基于ZY数据集的对比实验结果

Tab.4 Comparative experimental results of different models based on ZY dataset

Method P R F1 mAP50 mAP50:95 Param/106 GFOLPs/109 FPS Faster RCNN 0.432 0.813 0.56 0.634 0.250 137.0 370.3 11.2 SSD 0.515 0.452 0.48 0.520 0.238 105.2 87.4 33.7 YOLOv5s 0.965 0.790 0.87 0.880 0.624 7.0 16.0 52.9 YOLOv7 0.747 0.252 0.38 0.246 0.174 37.2 105.2 52.7 YOLOv8s 0.945 0.801 0.87 0.886 0.623 11.1 28.7 51.3 YOLOv9s 0.931 0.690 0.79 0.814 0.324 9.9 40.7 45.9 YOLOv10s 0.864 0.867 0.87 0.879 0.335 8.0 24.5 63.5 YOLO11s 0.722 0.636 0.68 0.688 0.399 9.4 21.3 66.7 CPD-YOLO 0.974 0.848 0.91 0.912 0.640 5.3 13.3 51.0