So far, in measuring the performance of generative networks, metrics like Fréchet Inception Distance (FID) have been popular with the evaluation of GANs. However, these metrics sometimes fail to distinguish between different failure cases owing to their one-dimensional scores.  FID compares the statistics of generated samples to real samples, instead of evaluating generated samples in…

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