It's funny really, how arcade used to be the best, and home ports were always substandard in some way.
Now you're honestly better off ditching the arcade stuff and just rolling with a Windows PC and Steam, and Brook adapters for most games. The home ports are better, the setup is more responsive, the games are braid dead easy to get and install.
There's no real upside that I can think of aside from collector enjoyment to running a game like USFIV on an X2 box. This is a site for collector enjoyment, don't get me wrong, have fun with the authentic stuff. Just how things go now that arcade gear is all embedded Windows PCs I guess.