Deep dive into generative models through feature interpoint distances

Dariusz Jajesniak, Piotr Koscielniak, Arkadiusz Zajdel, Marcin Mazur

Abstract: Highlights•We propose Interpoint Inception Distance (IID) as a novel approach to evaluate DGMs.•We study the theoretical properties of Cramér Interpoint Inception Distance (CIID).•We conduct experiments to compare our solution with the state-of-the-art approaches.