TABLE I.
Summary of all trained networks: their loss functions and trainable networks.
Network | Loss |
---|---|
CNN-MSE | minG LMSE (G) |
WGAN-MSE | minG maxG LWGAN (G, D) + λ2LMSE (G) |
CNN-VGG | minG LVGG (G) |
WGAN-VGG | minG maxG LWGAN (G, D) + λ1LVGG (G) |
WGAN | minG maxG LWGAN (G, D) |
GAN | minG maxG LGAN (G, D) |