基于HMARU-net的隧道渗漏水轻量化检测方法
武晓春,郭宁
Lightweight detection method of water leakage in tunnel based on HMARU-net
Xiaochun WU,Ning GUO
表 6
消融实验
Tab.6
Ablation experiment
模型
mIOU/%
mPA/%
acc/%
N
p
/10
6
FLOPs/10
9
v
/(帧·s
-1
)
U-net
81.35
90.06
97.65
24.891
705.738
14.830
U-net+HC-MobileNetV3
84.18
92.59
98.04
3.325
8.651
91.521
U-net+HC-MobileNetV3+RAEPC Block
85.37
92.70
98.24
3.094
6.437
82.965
U-net+HC-MobileNetV3+Attention Gate
85.48
92.69
98.26
3.365
9.085
89.367
U-net+HC-MobileNetV3+RAEPC Block +Attention Gate
86.00
93.07
98.33
3.134
6.872
79.102