Out-of-Sample Testing for GANs

Pablo Sánchez-Martín, Pablo M. Olmos, Fernando Pérez-Cruz

We propose a new method to evaluate GANs, namely EvalGAN. EvalGAN relies on a test set to directly measure the reconstruction quality in the original sample space (no auxiliary net…