Method Inception Score FID CIFAR-10 STL-10 CIFAR-10 STL-10 Real Data 11.24± .12 26.08± .26 7.8 7.9 CNN Baseline WGAN-GP 6.72± .11 8.42± .09 39.0± .29 54.1± .35 Orthogonal Reg. 7.31± .09 8.77± .07 25.7± .33 44.5± .30 SN-GAN 7.39± .05 8.83± .07 24.7± .25 45.5± .34 Ours CNN Spectral Norm. 7.35± .05 8.69± .08 25.2± .22 44.8± .39 Spectral Constraint 7.43± .08 8.97± .05 24.8± .30 44.0± .42 Lipschitz Reg. 7.43± .08 8.99± .06 24.1± .28 45.3± .38 SC + Divergence Reg. 7.44± .05 9.21± .09 24.3± .21 41.9± .37 SN + D-Optimal Reg. 7.48± .06 9.25± .08 23.0± .27 40.5± .41 ResNet Orthogonal Reg. 7.90± .05 8.83± .05 22.3± .26 44.9± .35 SN-GAN 8.21± .05 9.15± .06 19.5± .22 43.0± .44 SN + D-Optimal Reg. 8.06± .06 9.65± .06 20.5± .18 39.9± .33 Image Generation