Some states already collect finger prints for certain things such as Drivers License.
The question becomes being able to share the prints with each voter registration district.
States which mandate the collection of a full set of fingerprints in order to garner
a drivers license include California,Colorado, Georgia, Hawaii, Texas, Utah.