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somewacko/painter-by-numbers

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NOTE: This doesn't work at the moment! I'll leave it up because the Releases section has a smaller dataset that I've made available, but don't bother looking at the code.

Painter by Numbers

Train and evaluate a model on whether or not two paintings are by the same painter for the Painter by Numbers challenge on Kaggle.

Uses ResNet50 to learn a distance metric model for whether two paintings are the same.

Preprocessed data used to train and evaluate this model can also be found under the releases tab.

Todo:

  • Better data augmentation/preprocessing?
    • Centering/whitening, rotations, etc.

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Identifying whether or not two paintings are by the same artist.

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