You don't need to pay any tax over on Japan's side, but you will need to pay 7% GST when it reaches you. The delivery guy will collect the extra 7% gst when he sends the item to your place. Only valid for orders above $400 though.
I'm in the process of ordering a tele from them. They replied my initial email after 2 days, might take a while sometimes.