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Table 3 Success rate of different methods in white-box manner. Gre2015, Bio2015, and Cro2015 represent dataset of GreenBit, Biometrika, and CrossMatch in LiveDet2015 respectively

From: Adversarial attacks on fingerprint liveness detection

Model and dataset

Method

FGSM (%)

Deepfool (%)

MI-FGSM (%)

TRA (%)

VGG19 (Gre2015)

87.4

97.5

99.0

98.2

Alexnet(Gre2015)

85.2

97.9

99.6

99.1

MobilenetV1(Gre2015)

80.3

98.5

97.2

98.2

VGG19 (Bio2015)

72.6

95.3

98.2

96.3

Alexnet(Bio2015)

82.7

97.1

97.4

98.0

MobilenetV1(Bio2015)

79.0

98.9

96.5

97.2

VGG19 (Cro2015)

87.4

96.4

98.0

96.0

Alexnet(Cro2015)

76.6

97.8

97.3

98.1

MobilenetV1(Cro2015)

80.1

97.5

97.1

97.9