Skip to main content

Table 1 Classification accuracy (%) for GCCS with ResNet-18 as a function of \(\lambda\) (Eq. 2), evaluated on CIFAR10, MNIST, and SVHN

From: Gaussian class-conditional simplex loss for accurate, adversarially robust deep classifier training

\(\lambda\)

0.0

0.1

0.2

0.3

0.4

0.5

CIFAR10

79.33

81.89

82.97

81.40

82.05

82.10

SVHN

94.10

95.06

95.58

94.82

94.89

95.32

MNIST

99.20

99.51

99.58

99.40

99.43

99.38