Table 2 Performance comparison of different backbone networks.

From: A lightweight semantic segmentation method for concrete bridge surface diseases based on improved DeeplabV3+

Backbone network

mIoU/%

mPA/%

Parameters/106

FPS

Xception

71.51

80.47

72.05

16.42

Efficientnet V2

71.03

80.03

57.51

38.64

Resnet101

65.92

71.34

59.34

34.43

MobileNetV3

69.48

75.22

7.76

50.99

Improved MobileNetV3

71.79

80.84

6.89

54.52

  1. Significant values are in [bold].