Solved by christianperone in post #3 
              
              
                So, there is not a single answer to that as there are many approaches. But you’ll probably want first to resample (offline, not during mini-batch sampling) to a common voxel space, which is a very important step to make sure you have the same physical meaning across axes for different volumes. Now, …