The best way to tell is how they behave when you catch them. Especially at night. A white perch will always flare their gills and try to hurt you with their fins. White bass fight harder but are much calmer after they're caught.
I do agree that that the larger ones look like white bass and High Rock is really putting out some nice ones the last few years.

