基于改进GhostNet-FCOS的火灾检测算法
张融,张为
Fire detection algorithm based on improved GhostNet-FCOS
Rong ZHANG,Wei ZHANG
表 2
轻量级主干网络的对比
Tab.2
Comparison of lightweight backbones
检测网络-通道数
主干网络
AP
50
/%
AR/%
P
/10
6
FLOPs/10
9
v
/(帧·s
−1
)
FCOS-256
ResNet50
91.4
56.2
74.13
200.5
18.0
FCOS-128
ShuffleNetV2 1.0× (
g
=3)
83.9
51.7
3.06
31.99
33.5
FCOS-128
ShuffleNetV2 2.0×
85.6
53.9
7.34
41.68
32.3
FCOS-128
MobileNetV2
86.2
53.2
4.04
35.22
29.1
FCOS-128
MobileNetV3
86.6
52.5
4.74
33.35
29.6
FCOS-128
GhostNet
86.5
52.4
4.45
30.45
28.6