There is a 64 bit version of Gimp available now (v2.9.5), I have downloaded it (100Mb) but I need to upgrade my PC first (still on 32bit XP) before I try it.
EDIT: This is the link I got the latest Gimp from, scroll down to the bottom of the page where the downloads are, there is a Mac version as well.
https://www.partha.com/