基于改进RT-DETR的牛仔面料疵点检测算法
梁耕良,韩曙光
Denim fabric defect detection algorithm based on improved RT-DETR
Gengliang LIANG,Shuguang HAN
表 7
本研究模型与已有模型的对比实验
Tab.7
Comparative experiments of proposed model with existing models
算法模型
$ \text{mAP@} \text{0.5}/{\text{%}} $
$ \text{mAP@} \text{0.50−0.95}\text{/\%} $
$ \text{FPS}\text{/} \text{(}\text{帧}\text{∙}{\text{s}}^{{-1}}) $
$ {N}_{\rm{p}}\text{/}{\text{10}}^{\text{7}} $
YOLOv5m
50.5
21.1
62.3
2.504
YOLOv8m
50.1
21.4
64.5
2.584
YOLOv5m-DETR
52.7
23.8
55.2
2.490
YOLOv8m-DETR
53.2
.23.9
61.2
2.608
RT-DETR
54.7
25.1
57.1
1.988
本研究方法
60.3
28.9
37.4
1.190