基于改进YOLOv8s的钢材表面缺陷检测算法

梁礼明,龙鹏威,金家新,李仁杰,曾璐

Steel surface defect detection algorithm based on improved YOLOv8s

Liming LIANG,Pengwei LONG,Jiaxin JIN,Renjie LI,Lu ZENG

表 6 Severstal数据集扩充前后实验对比

Tab.6 Comparison of experiments before and after enrichment of Severstal dataset

数据集 模型方法 mAP/% Params/106 FLOPs/109 FPS/帧 SeverstalA YOLOv8s 74.3 11.1 28.8 120 YOLOv8s+M1+M2+M3 77.9 7.2 16.2 146 SeverstalB YOLOv8s 69.9 11.1 28.8 103 YOLOv8s+M1+M2+M3 76.9 7.2 16.2 121