afni.nimh.nih.gov

You could use Chris Rorden's dcm2niix for this. We now distribute that with AFNI, and you can use it with a command like this to take DICOM files from different acquisition datasets.

dcm2niix_afni -f %p_%s directoryname

replacing directoryname with your own.