Normally the end of Mar to the beggining of Apr. However, actually depends on where you will go. IF you go to Hokkaido, Sakura season will be from the end of Apr to the beggining of May.
I asked last year to Japanese guides. If you want to get real local information, I recommend to you visiting there page:D