Method

Image size

mAP/%

Single sheet detection speed

Yolov3 [18]

640 × 640

62.58

32 ms

Yolov4 [10]

640 × 640

61.91

42 ms

Yolov4-tiny [19]

640 × 640

59.14

15 ms

Yolo5s [20]

640 × 640

61.5

14 ms

Faster R-CNN [12]

640 × 640

63.4

30 ms

EfficentDet-D0 [9]

640 × 640

62.4

39 ms

CenterNet [21]

640 × 640

50.13

19 ms

Yolov7 [15]

640 × 640

67.6

14.6 ms

Yolov7-CN-B

640 × 640

69.7

11.9 ms