AKA: Taiko no Tetsujin, Taiko Drum Master.
I don't have a lot of experience with this series, but I have played the Wii games a bit. You can see my opinion/note son them on the Wii recs. page. My main points of comparison are the Donkey Konga games, which, so far, I've found to have better song selections, and a more fun controller. The Taiko games are still pretty fun though!
Songs and notes from the games I have access to.