TABLE II.
Evaluation for Image Synthesis on COPDGene Dataset
Resolution | 1283 | 2563 | ||||
---|---|---|---|---|---|---|
FID↓ | MMD↓ | IS↑ | FID↓ | MMD↓ | IS↑ | |
WGAN | 0.012±.001 | 0.092±.059 | 1.99±.07 | 0.161±.044 | 0.471±.110 | 1.97±.05 |
VAE-GAN | 0.139±.002 | 1.065±.008 | 1.19±.03 | 0.328±.007 | 1.028±.008 | 1.18±.03 |
α-GAN | 0.010±.004 | 0.089±.056 | 1.89±.04 | 0.043±.094 | 0.323±.080 | 1.96±.03 |
Progressive GAN | 0.015±.007 | 0.150±.072 | 1.75±.11 | 0.107±.037 | 0.287±.123 | 1.76±.11 |
StyleGAN 2 | 0.011±.001 | 0.071±.002 | 2.03±.02 | 0.081±.003 | 0.225±.008 | 2.06±.01 |
CCE-GAN | 0.010±.004 | 0.087±.039 | 1.97±.05 | 0.074±.038 | 0.252±.116 | 1.95±.04 |
HA-GAN | 0.005±.003 | 0.038±.020 | 2.05±.05 | 0.008±.003 | 0.022±.010 | 2.09±.06 |