Image Classification and segmentation DUKE DCE MRI

I am really inspired from the classes and related works. I want to segment DCE-MRI breast cancer data from the below link:
https://wiki.cancerimagingarchive.net/pages/viewpage.action?pageId=70226903
Could anyone please suggest how annotations will work and prepare the data for training.