It's likely your video card.
It could also be your Power Supply.
This type of troubleshooting is basically about SWAPPING components. First of all, to determine if it's your TV or Computer you need to hook your computer up to a monitor.
If your graphics card is still under Warranty you may wish to simply contact the manufacture about the issue and see about an RMA.