方法

模型大小

训练集数量

LFW

YTF

AgeDB

CFP-FP

CALFW

CPLFW

SphereFace [5]

160 M

0.49 M

99.42

95

CosFace [6]

160 M

5 M

99.73

97.6

ArcFace [7]

250 M

3.8 M

99.83

98.08

94.04

AdaptiveFace [13]

125 M

5 M

99.62

AdaCos [8]

125 M

0.45 M

99.71

MobileFaceNets [1]

4 M

3.8 M

99.55

Mobiface [2]

9.3 M

3.8 M

99.72

SeesawFaceNets [3]

5.8 M

99.80

97.55

97.24

95.98

91.98

MixFaceNets [4]

5.8 M

99.60

96.63

PFE [14]

170 M

4.4 M

99.82

97.36

93.34

DUL [15]

50 M

3.6 M

99.76

96.38

97.11

SCF [16]

260 M

5.8 M

99.82

98.3

98.59

96.18

93.26

MV-Arc-Softmax [9]

3.9 M

99.79

98

95.3

95.36

89.19

CurricularFace [10]

250 M

5.8 M

99.80

98.32

98.37

96.2

93.13

MagFace [12]

250 M

5.8 M

99.83

98.17

98.46

96.15

92.87

AdaFace [11]

250 M

4.2 M

99.80

97.9

99.17

96.05

94.63