Machine Learning, Deep Learning, Data Science, Gans, Artificial Intelligence.
is one of the primary focuses of research on this topic. There are issues such as mode collapse and difficulty visualizing training loss. NVIDIA has produced very impressively high-resolution face images. In my experience thus far, I have found that using GANs for something as simple as 28x28