PixColor: Pixel Recursive Colorization

نویسندگان

  • Sergio Guadarrama
  • Ryan Dahl
  • David Bieber
  • Mohammad Norouzi
  • Jonathon Shlens
  • Kevin Murphy
چکیده

We propose a novel approach to automatically produce multiple colorized versions of a grayscale image. Our method results from the observation that the task of automated colorization is relatively easy given a low-resolution version of the color image. We first train a conditional PixelCNN to generate a low resolution color for a given grayscale image. Then, given the generated low-resolution color image and the original grayscale image as inputs, we train a second CNN to generate a high-resolution colorization of an image. We demonstrate that our approach produces more diverse and plausible colorizations than existing methods, as judged by human raters in a ”Visual Turing Test”.

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عنوان ژورنال:
  • CoRR

دوره abs/1705.07208  شماره 

صفحات  -

تاریخ انتشار 2017