W Hat Does It Take to Generate Natural Textures ?

  title={W Hat Does It Take to Generate Natural Textures ?},
  author={Ivan Ustyuzhaninov and Wieland Brendel and Leon A. Gatys and Matthias Bethge},
Natural image generation is currently one of the most actively explored fields in Deep Learning. Many approaches, e.g. for state-of-the-art artistic style transfer or natural texture synthesis, rely on the statistics of hierarchical representations in supervisedly trained deep neural networks. It is, however, unclear what aspects of this feature representation are crucial for natural image generation: is it the depth, the pooling or the training of the features on natural images? We here… CONTINUE READING


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