Hello,
Wow, no one be able to figure out the issue. Update - instead of throw the video card away, I decided to bake it it in a small toaster oven at 200-210 degree C for about 20 minutes. Apparently the drastic change in GPU (or memory) temperature during high stress benchmark and cooling down at idle expand and/or contract some bad GPU/memory solder points. Hence the black out issue.
The card is working fine now running benchmark and do some games for hours without the black screen/freeze when exit application. Any way, I am going to xfire it with my existing ASUS Radeon HD 7970 ROG MATRIX Platinum to see how thing work out.