Table 2 Performance comparison of MobileNetV3.

From: Road damage detection algorithm for improved YOLOv5

Model

Params/M

GFLOPs

Precision (%)

Recall (%)

mAP (%)

F1 (%)

FPS

YOLOv5s-LR = 0.01

7.0

16.4

56.5

50.4

50.6

53.1

67

YOLOv5s-LR = 0.02

7.0

16.4

55.6

52.4

51.1

54.0

67

MobileNetV3-YOLOv5

4.0

9.3

55.1

53.8

52.2

54.5

60