Evaluating Generative Models
A classifier has a right answer to check against. A generative model's output has no correct answer at all — "is this a good generated cat image" has no ground truth to compare against, only a distribution to compare against. Every metric in this page is a different proxy for that comparison, and every proxy can be gamed.