Advances in imaging technologies have enabled superbly fine-resolution in-vivo examination of the human brain. We are developing deep learning, statistical, and optimization frameworks to aid in the interpretability of such images by discovering regions that are preserved across a population or group of interest, and in understanding how the functional and structural networks of the brain interrelate.