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 7 倒角消融的实验结果

Tab.7 Test results of chamfer ablation

检测模型 SPD-Conv GFPN 小目标 检测层 LWIOUV3 mAP@0.5 v/ (帧·s−1) Model1 × × × × 0.847 80.6 Model2 √ × × × 0.875 77.2 Model3 √ √ × × 0.885 69.3 Model4 √ √ √ × 0.901 57.7 Model5 √ √ √ √ 0.911 47.7