网络名称

Backbone

AP0.5

AP0.75

AP0.5~0.95

Params

FLOPs

FPS

ms/p

SSD300

Resnet50

0.774

0.560

0.511

13.67M

122.38 G

21.1

47.4

Retinanet

resnet50

0.887

0.773

0.688

36.21 M

216.1 G

25.3

39.6

Faster RCNN

resnet50

0.869

0.700

0.608

41.15 M

215.44 G

23.5

42.6

MASK-RCNN

resnet50

0.904

0.685

0.616

41.15 M

215.44 G

23.3

42.9

Yolo3

Darknet53

0.809

0.522

0.502

61.55 M

19.4 G

78.0

12.8

Yolox

DarkNet53

0.802

0.604

0.533

9.0 M

26.8 G

79.5

12.6

Swin-Transformer

Swin-Transformer

0.958

0.853

0.759

76.56 M

590.07G

7.60

131.6