I worked with the same images in 2D network. I didnt normalize or standardize the data but it worked pretty well. I had used metrics like MAE,MSE and PSNR those were in workable range.
The 2D architecture I had used were UNet and GAN with GDL loss.
So I wanted to transfer the same pipeline to 3D network.
I will try the normalizing and see how it works.