基于改进Mask R-CNN与双目视觉的智能配筋检测
魏翠婷,赵唯坚,孙博超,刘芸怡
Intelligent rebar inspection based on improved Mask R-CNN and stereo vision
Cuiting WEI,Weijian ZHAO,Bochao SUN,Yunyi LIU
表 1
不同模型的评价指标对比
Tab.1
Evaluation index comparison of different models
％
模型
P
F
1
mIoU
Dice损失
mAP
Mask R-CNN+CA-SA
93.89
94.97
89.03
12.26
87.62
Mask R-CNN+Soft-NMS
91.34
92.19
87.43
12.98
86.02
Mask R-CNN
90.33
92.43
86.43
13.32
85.15
U-Net
89.73
91.50
86.22
14.34
84.53
DeepLabV3+
91.95
91.69
86.75
13.96
85.07
PSPNet
87.12
88.13
81.46
16.55
79.44