Hands-On Generative Adversarial Networks with PyTorch 1.x

Mathematical background of GANs

Let's take a look at the math behind this process to get a better understanding of the mechanism. Let and represent the generator and discriminator networks, respectively. Let represent the performance criterion of the system. The optimization objective is described as follows:

In this equation, is the real sample, ...