I've got a firebeat at home that I play Pop'n on and it feels magical to play with absolutely minimal difference between when the audio and visuals are to where they game expects you to hit notes. Same cabinet but with a windows PC plugged in for modern games feels worse thanks to all the extra latency you get going through Windows (it's especially bad with the audio).
I know modern iidx and sdvx use newer audio apis that are lower latency but it's still more delay than the pre-PC systems imo.