Gelperin is a surname. Notable people with the surname include:
- Alan Gelperin, the scientist and biologist currently at Princeton University.
- Dave Gelperin chaired the working groups developing the IEEE 829-1989 software testing documentation standard.
- Nison Gelperin [ru] (1903–1989), the Soviet chemical engineer who designed the FAB-5000 bomb.