Demystifying Randomly Initialized Networks for Evaluating Generative Models

Junghyuk Lee, Jun-Hyuk Kim, Jong-Seok Lee

Evaluation of generative models is mostly based on the comparison between the estimated distribution and the ground truth distribution in a certain feature space. To embed samples…