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Use kornia library for data augmentation #18

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@ziatdinovmax

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Currently, we have rather archaic data augmentation pipelines, which employ a combination of scikit-learn and open-cv image processing functions. This leads to a significant slow down of the training with on-the-fly data augmentation. It would be nice if we can instead use kornia computer vision library that was specifically designed for applications in deep learning.

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