preprintJournal of VisionSep 1, 2016GOLD OA

A Neural Algorithm of Artistic Style

University of Tübingen

Indexed inarxivcrossrefdatacitedoaj

Abstract

In fine art, especially painting, humans have mastered the skill to create unique visual experiences by composing a complex interplay between the content and style of an image. The algorithmic basis of this process is unknown and there exists no artificial system with similar capabilities. Recently, a class of biologically inspired vision models called Deep Neural Networks have demonstrated near-human performance in complex visual tasks such as object and face recognition. Here we introduce an artificial system based on a Deep Neural Network that creates artistic images of high perceptual quality. The system can separate and recombine the content and style of arbitrary images, providing a neural algorithm for…

Citation impact

939
total citations
FWCI
93.96
Percentile
100%
References
21
Citations per year

Authors

3

Topics & keywords

Keywords
  • Computer science
  • Artificial neural network
  • Artificial intelligence
  • Perception
  • Style (visual arts)
  • Human visual system model
  • Object (grammar)
  • Process (computing)
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