GIMP stands for GNU Image Manipulation Program and GNU stands for GNU’s Not UNIX and UNIX stands for Uniplexed Information and Computing Service so the full proper name for GIMP is actually:

GNU’s Not Uniplexed Information and Computing Service Image Manipulation Program