The challenge of representation learning: Improved accuracy in deep vision models does not come with better predictions of perceptual similarity

Fritz Günther, Marco Marelli, Marco Alessandro Petilli

Over the last years, advancements in deep learning models for computer vision have led to a dramatic improvement in their image classification accuracy. However, models with a high…