Digit recognition of MNIST dataset (but few images are labeled, ie. 10 per number/ chosen randomly) thanks to a self-supervised approach by predicting image rotation.
- Pretrained models are available in the
/save/models
folder. - Preprocessing, models training and evaluations are explained in the
/notebooks
folder. - A French version of the report is accessible in the
/docs
folder.
Spyros Gidaris, Praveer Singh and Nikos Komodakis (2018) Unsupervised Representation Learning by Predicting Image Rotations, ICLR, arXiv:1803.07728
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