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Bringing Impressionism to Life with Neural Style Transfer in Come Swim

2017/01/18 by Bhautik Joshi, Kristen Stewart, Joshi, Bhautik +4 · 8 voices
Computer Science · Neuroscience · #Generative Adversarial Networks and Image Synthesis #Aesthetic Perception and Analysis #Computer Graphics and Visualization Techniques

paper · pdf · doi:10.48550/arxiv.1701.04928

Abstract

Neural Style Transfer is a striking, recently-developed technique that uses neural networks to artistically redraw an image in the style of a source style image. This paper explores the use of this technique in a production setting, applying Neural Style Transfer to redraw key scenes in 'Come Swim' in the style of the impressionistic painting that inspired the film. We document how the technique can be driven within the framework of an iterative creative process to achieve a desired look, and propose a mapping of the broad parameter space to a key set of creative controls. We hope that this mapping can provide insights into priorities for future research.

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