We know that generators try to learn the real data distribution, ,so that it can generate new samples from the learned distribution, , and the discriminator tells us whether the image is from a real or fake distribution.
We also learned that when , then the discriminator cannot tell us whether the image is from a real or a fake distribution. It just outputs 0.5 because it cannot differentiate between