Some statistics on how many tourists each prefecture receives can be found here.
There's a little English language summary of some key findings here.
Last year, the top ten prefectures for overnight stays by foreigners
Tokyo Osaka Hokkaido Kyoto Okinawa Chiba Fukuoka Aichi Kanagawa
The ten least popular prefectures were: