Table 6 Experimental results on the FracAtlas dataset. For a fair comparison, all methods listed in this table were re-trained and evaluated on the same FracAtlas test set under identical environmental settings.

From: FracDet-v11: a multi-scale attention and wavelet-enhanced network for real-time pediatric wrist fracture detection

Model

Precision/%

Recall/%

mAP50/%

mAP50-95/%

RT-DETR

57.5

37.4

41.3

15.8

YOLOv5s

56.4

36.5

39.6

14.9

YOLOv6s

56.4

36.6

39.7

15.0

YOLOv7-tiny

54.8

35.8

38.8

14.5

YOLOv8s

56.5

37.1

40.0

15.3

YOLOv9s

58.2

38.0

41.0

16.2

YOLOv10s

58.6

38.1

41.4

16.6

YOLOv11s

59.2

38.5

43.5

17.8

FracDet-v11 (ours)

60.5

48.2

47.9

20.9

  1. Significant values are in bold.