wave-1

Wave

wave-galleryOnly the imagination grows out of its limitations.

A while ago I played around with some code that was based on the following paper. One of the first things that I tried it on was a sample of the famous wave painting, styled by an actual wave.

A Neural Algorithm of Artistic Style

Leon A. Gatys,1,2,3∗Alexander S. Ecker,1,2,4,5Matthias Bethge1,2,41Werner Reichardt Centre for Integrative Neuroscienceand Institute of Theoretical Physics, University of T ̈ubingen, Germany2Bernstein Center for Computational Neuroscience, T ̈ubingen, Germany3Graduate School for Neural Information Processing, T ̈ubingen, Germany4Max Planck Institute for Biological Cybernetics, T ̈ubingen, Germany5Department of Neuroscience, Baylor College of Medicine, Houston, TX, USA∗

Fine art, especially painting, humans have mastered the skill to create unique visual experiences through composing a complex interplay between the con-tent and style of an image. Thus far the algorithmic basis of this process is unknown and there exists no artificial system with similar capabilities. How-ever, in other key areas of visual perception such as object and face recognition near-human performance was recently demonstrated by a class of biologically inspired vision models called Deep Neural Networks.1, 2Here we introduce an artificial system based on a Deep Neural Network that creates artistic images of high perceptual quality. The system uses neural representations to sepa-rate and recombine content and style of arbitrary images, providing a neural algorithm for the creation of artistic images. Moreover, in light of the strik-ing similarities between performance-optimised artificial neural networks and biological vision,3–7our work offers a path forward to an algorithmic under-standing of how humans create and perceive artistic imagery.1arXiv:1508.06576v2 [cs.CV] 2 Sep 2015

https://arxiv.org/pdf/1508.06576.pdf

Animation of wave image being styled
Animation of wave image being styled
Frames from the iterative process of creating the resultant image

See How to Generate Art Demo Command Line Version for more information.

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