The reviewers agree that this paper is novel, interesting and useful, and would make a useful addition to the literature. Please have a look at the updated reviews when preparing the camera-ready version, especially the comment on the usefulness of this metric for measuring the quality of generative models of images (the most popular domain for GANs).