From: Real-time fire detection algorithms running on small embedded devices based on MobileNetV3 and YOLOv4
Method
Params (M)
mAP (%)
mAP@0.5 (%)
FPS
Faster R-CNN
108
75.56
66.03
16
SSD
90.57
76.41
69.17
60
YOLOv3
234.67
84.12
69.13
51
YOLOv4-tiny
22.57
75.13
60.13
151
YOLOv4
243.91
88.15
70.61
48
MobileNetV3-large-YOLOv4
43.71
89.73
70.33
81