Have you tried reinstalling the latest driver for the card? Is the card new or recently installed?

There are a few things that could be wrong. The card may be bad, or going bad. Your drivers may be corrupted. Your power supply may be going bad, or is not powerful enough to support your needs. The issue is definitely GPU related if the screen goes black and then returns to normal. That is what happens when the GPU crashes.