基于改进YOLOv8s的鼓形滚子表面缺陷检测算法

王安静,袁巨龙,朱勇建,陈聪,吴金津

Drum roller surface defect detection algorithm based on improved YOLOv8s

Anjing WANG,Julong YUAN,Yongjian ZHU,Cong CHEN,Jinjin WU

表 9 端面消融的实验结果

Tab.9 Test results of end face ablation

检测模型 SPD-Conv GFPN 小目标 检测层 LWIOUV3 mAP@0.5 v/ (帧·s−1) Model1 × × × × 0.895 58.5 Model2 √ × × × 0.910 53.4 Model3 √ √ × × 0.924 47.8 Model4 √ √ √ × 0.930 40.2 Model5 √ √ √ √ 0.935 38.0