Series of terrific compilations of videogames by Taito. The Japanese PS2 versions have lots of exclusive games too.
(I couldn't find info on any region exclusives, but it's advised to check!)
The Windows and Xbox, and PS2 versions have some exclusives, as noted.
Also note that the US PS2 version does not support the multitap.