DCGAN guidelines

Alec 在DCGAN的论文中特别提到了创建DCGAN注意的重点

Architecture guidelines for stable Deep Convolutional GANs

• Replace any pooling layers with strided convolutions (discriminator) and fractional-strided convolutions (generator).
• Use batchnorm in both the generator and the discriminator.
• Remove fully connected hidden layers for deeper architectures.
• Use ReLU activation in generator for all layers except for the output, which uses Tanh.
• Use LeakyReLU activation in the discriminator for all layers.