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For questions related to the U-net, a neural network proposed in "U-Net: Convolutional Networks for Biomedical Image Segmentation" (2015) by Olaf Ronneberger et al. for semantic segmentation.
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Unet Overfitting for binary segmentation of fake images
Data augmentations is usually done on the fly during training, meaning before each you apply the random augmentation for the entire dataset, because of the randomness there will be different transform …