Perceptual Similarity

The Unreasonable Effectiveness of Deep Features as a Perceptual Metric

A new dataset of human perceptual similarity judgments is introduced and it is found that deep features outperform all previous metrics by large margins on this dataset, and suggests that perceptual similarity is an emergent property shared across deep visual representations.