基于改进YOLOv5的锂电池极片缺陷检测方法

冉庆东,郑力新

Defect detection method of lithium battery electrode based on improved YOLOv5

Qingdong RAN,Lixin ZHENG

表 4 消融实验结果

Tab.4 Results of ablation experiments

模型 序号 方法 P/106 mAP50/ % mAP50S/ % mAP50L/ % mAP50∶95/ % A baseline 7. 04 70.9 73.4 67.9 36.3 B A+DDCNet 6. 02 71.6 70.7 72.7 41.5 C B+AD-Heads 6.53 72.4 74.4 70. 0 45.2 D B+CAM 6.51 71.2 74.2 67.5 45.4 E D+DCB 6.61 72.6 71. 0 74.6 44.7 F E+AD-Head 14.14 73.9 72.4 75.9 45.3 G F+P6 22.76 76.8 75.4 78.4 43.8 H G+RIoU 22.76 77.1 75.6 79. 0 45.7