Table 7 Experimental results of different attention mechanisms on the ExDark dataset.

From: Complex dark environment-oriented object detection method based on YOLO-AS

Method

Params(M)

Flops (G)

map@50 (%)

map@50:95 (%)

Speed (ms)

NONE

36.5

104.7

72.61

40.53

11.10

SE29

39.9

104.7

64.11

38.97

13.20

ECA30

39.5

104.7

67.83

39.58

11.80

CBAM46

39.6

104.8

69.45

41.24

13.90

CA32

39.8

104.7

67.22

39.76

14.10

MLCA47

39.5

104.8

70.61

41.37

13.50

ECA_ASPP + SK

42.8

104.8

78.39

44.59

14.20

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