The Post Office is the best place when you need CASH!
In my experience, it's hard for my co-workers from overseas to take out cash by their cards. I found that many cards work well at the Post Office.
http://www.jp-bank.japanpost.jp/en/ias/en_ias_index.html

Shinji
Japan