OpenWRT & Buffalo WZR-HP-G300NH

I wanted to play around with setting up a guest wireless network and managed to configure the AP where it was no longer accessible. Unfortunately holding down the reset button while plugging the router in does not reset the settings. Thanks to Ersin Gencturk's Blog I was able to find the answer.