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 12
端面模型的对比结果
Tab.12
Comparison results of end face models
算法模型
N
p
/10
6
mAP@0.5
v
/(帧·s
−1
)
Faster R-CNN
136.10
0.852
9.4
SSD
24.01
0.472
45.6
YOLOv3
61.53
0.765
47.1
YOLOv4
63.95
0.847
49.8
YOLOv5s
7.03
0.863
50.9
YOLOv7
37.21
0.856
36.7
YOLOv8s
11.20
0.895
58.5
本文方法
14.10
0.935
38.0