I went to Gunma a couple months ago and saw this first hand. Small villages where abandoned housing outnumbered occupied buildings 2 to 1.

In this case it was in a more mountainous area, but there's a lot of community collapse going on (the tsunami probably exacerbated the trend in some areas)