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Artist specific colourisation

Tensorflow implementation for paper "A learned representation of artist specific colourisation"

Examples

Given a greyscale image we would like to produce an as realistic as possible colour image, in the style of the artist. Some examples using Conditional Instance Normalisation:

OriginalGreyscale inputColourisation

Setup

Dependencies

Dataset Painters by numbers

Training

  • Run data/make_tf_records.py on image data to create tfrecords
  • Run count.py to gather statistics for re-weighting of colours
  • Run train.py

Test

Run eval.py with correct --source