Its very simple...
Step 1. Turn off the autobackup option first.
Step 2. Go to applications in settings. Then to ALL application tab. There find gallery app. Tap on it. You will see clear data option there. Click on that and clear the data. And clear cache too...
Thats it... Open gallery...