Just wanted to reinforce Dave Chen's answer - SimpleITK seems a nice alternative to dicom2nifti as it avoids distortions regarding some shades of gray
dicom2nifti
Conversion with dicom2nifti
Conversion with SimpleITK
Note that both are the same frame