How to identify my features for training CNN

Hi , I have images of tumor. How can I identify feature extraction that ll be used for CNN.
I want labels prediction of tumor images , Pass image and label to network then predict. Will labels and images be my features ?( or entropy Hog) .
I m confuse. I have seen entropy ,hog etc as feature extraction for tumor classification in MRI images.