基于改进YOLOv5s网络的绝缘子缺陷检测

李运堂,张坤,李恒杰,朱文凯,金杰,章聪,王冰清,OPPONGFrancis

Insulator defect detection based on improved YOLOv5s network

Yuntang LI,Kun ZHANG,Hengjie LI,Wenkai ZHU,Jie JIN,Cong ZHANG,Bingqing WANG,Francis OPPONG

表 5 数据集增强实验结果

Tab.5 Experiment results of dataset enhancement

方法 网络 mAP/% 验证集 测试集 先增强后划分 Faster R-CNN 85.9 84.2 YOLOv3 91.8 86.1 YOLOv4 92.2 86.4 常规YOLOv5s 93.5 85.9 先划分后增强 Faster R-CNN 84.5 84.4 YOLOv3 86.3 86.3 YOLOv4 86.7 86.5 常规YOLOv5s 86.2 86.1