Table 11 Comparison of semantic segmentation performance after processing with low-light enhancement algorithms (1500 images).

From: Content-illumination coupling guided low-light image enhancement network

Methods\index

DeepLabv3 + _mobilenet

DeepLabv3 + _resnet101

mPA↑/(%)

mIoU↑/(%)

mPA↑/(%)

mIoU↑/(%)

Segmentation of low-light samples

29.10

23.00

34.40

26.85

HDRNet

21.55

16.76

27.23

19.62

SARN

33.37

26.90

38.59

29.84

ALEN

27.51

21.71

32.23

25.39

ABSGNet

34.85

25.69

37.03

28.43

MPRNet

34.66

25.31

37.46

28.77

Restormer

34.91

27.35

37.72

30.31

CICGNet

36.68

30.51

38.76

32.79

  1. Bold represents the optimal value, italics indicates the sub-optimal value.