NRRD vs NIFTI: which one to choose?

Hello all,

I am a radiologist working on deep learning research and I’m curious on any perspectives on storing raw dicom data as a 3D NumPy volume? This would allow for the fast load times for downstream applications.

I have worked with NifTI and converting files into NumPy ended up slowing things down a lot.