Model

Params (Million)

Reduction

FLOPs (Billion)

Reduction

Test Accuracy

VGG-19

143.68

-

19.67

-

0.6089

HiFuse_Tiny

82.49

-

8.13

-

0.7287

HiFuse_Small

93.82

-

8.84

-

0.7314

HiFuse_Base

127.80

-

10.97

-

0.7474

MobileNetV1

3.21

0%

0.567

0%

0.7175

kMobileNet16Ch

0.244

96.40%

0.092

83.79%

0.6587

kMobileNet32Ch

0.403

87.47%

0.153

72.90%

0.6800

kMobileNet64Ch

0.718

77.66%

0.251

55.65%

0.7013

kMobileNet128Ch

1.324

58.83%

0.370

34.76%

0.7288

HMFF-MobileNet16Ch

0.245

92.35%

0.090

84.11%

0.6925

HMFF-MobileNet32Ch

0.375

88.31%

0.148

73.89%

0.7288

HMFF-MobileNet64Ch

0.633

80.29%

0.238

57.98%

0.7438

HMFF-MobileNet128Ch

1.12

65.02%

0.341

39.78%

0.7425