Ah, that's why you compared it with Street Fighter, makes sense now. It's funny how many versions of SF3 there were.

Have you played King of the Monsters, a Neo Geo game?

No, I never played any NEO GEO game except some of the ones re-released on other system, and King of Monsters doesn't ring a bell.