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I have made some minor fixes to enable correct training with both 2D and 3D images for the Probabilistic U-Net architecture. I also included a more robust implementation of the model to be used with regularizers. I am keeping the previous version for now to maintain compatibility with the SV project so Phillip can still run predictions; however, once the latest models are finalized, this older implementation will be removed.