Press the menu button in the bottom right corner.
Select GS3.
Select the memory tab.
Select Erase Data.
You can decide what type of data you want to remove, Transfer log, Documentation or All Data.
Once selected press begin removal.
A progress bar will display.
Once data has been removed you will press accept and return to the home screen.