There are hundreds of drums from around the world here, including several traditional Japanese taiko. The best part is that you can actually play most of them (those marked with a music note). The shop downstairs sells drums and a lot of other associated traditional crafts.
Taiko Drum Museum
Asakusa & Sumida River