Machine Learning, Data Science, Artificial Intelligence, Towards Data Science, Deep Learning.
active research field and quite domain specific. Strong classification models are commonly used to judge the quality of generated samples. Two common scores that are used are the inception score, and the TSTR score (Train on Synthetic, Test on Real). Jonathan Hui has a fairly comprehensive article