Table 3 Results of the comparison experiment.

From: Research on X-ray nondestructive defect detection method of tire based on dynamic Snake Convolution YOLO model

 

mAP0.5(%)

mAP0.5:0.95(%)

Params(M)

GFLOPS

Faster-RCNN

33.4

17.7

41.8

48.9

SSD300

59.4

30.4

35.6

34.8

YOLOv5m(baseline)

71.9

44.6

20.9

47.9

YOLOv5l

71.4

43.7

46.5

109.1

YOLOv5s

70.6

43.5

7.0

15.8

YOLOv7

71.7

40.3

37.6

105.2

YOLOv8m

74.6

48.6

25.8

78.7

ours

77.8

50.3

28.5

61.7