Table 5 Results of different loss functions.

From: Improved YOLOv8n-based bridge crack detection algorithm under complex background conditions

Number

Loss function

Precision (%)

mAP@0.5 (%)

mAP@0.5:0.95 (%)

CIoU

85.74

81.64

63.44

 

GIoU

86.32

81.44

63.52

 

SIoU

83.58

81.28

62.57

 

MPDIoU

87.25

82.45

63.54