Itksnap view of annotation files

I would like to view the same information as the human adult brain atlas web viewer, but in itksnap. I downloaded the annotation.nii and itksnap_segmentation.nii files, but the views in itksnap are much coarser, with none of the fine detail. In addition, the colors are completely different.

Are there other files I should be using? Is this normal?