Models

Params (Million)

Reduction

FLOPs (Billion)

Reduction

Accuracy

Res2Net

23.53

-

1.75

-

0.788

ShuffleNetV2

1.13

-

1.24

-

0.755

MnasNet

3.12

-

0.93

-

0.611

MobileNetV3

2.24

-

0.73

-

0.731

MobilenetV1

3.21

0%

0.567

0%

0.926

CMSFL-Net

0.86

-

0.65

-

0.794

kMobileNet16Ch

0.244

96.40%

0.092

83.79%

0.885

kMobileNet32Ch

0.403

87.47%

0.153

72.90%

0.910

kMobileNet64Ch

0.718

77.66%

0.251

55.65%

0.920

kMobileNet128Ch

1.32

58.83%

0.370

34.76%

0.923

HMFF-MobileNet16Ch

0.245

92.35%

0.090

84.11%

0.898

HMFF-MobileNet32Ch

0.375

88.31%

0.148

73.89%

0.913

HMFF-MobileNet64Ch

0.633

80.29%

0.238

57.98%

0.921

HMFF-MobileNet128Ch

1.12

65.02%

0.341

39.78%

0.927