Astronomy used this for very long time. Most advanced is Healpix: http://healpix.sourceforge.net/
I really like how fast it is. For example irregular area size of Greenland at 1 meter accuracy only takes a few hundred MB. One can do joins and unions, on such areas on modest laptop.
Disclaimer: I send a few patches to this project.