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"Making it square" should be a model transform
As of now, several of our datasets apply center-cropping as pre-processing step to make images they provide square. I argue this should be the responsibility of the model, if it requires a squared input. Our datasets should not artificially try to fit their data into a squared box, which can actually crop interesting data from the original raw input.