Thanks for your answer.I’m actually going to slice said images before labeling each slice.Same goes for the original image. That way there will be no problem with the labels. I was just wondering if using these patches aas well as the original image would be a bit redundant for the neural network. I want to ask what is an appriximate good  number of samples. I don’t wish for the model to overfit.