Depends on what you call dirt. Most of the time it shows less than on black cars, and it does not turn yellowish like white when it gets old. But it is still there, and people will notice it.
This is how mine looked (changed wheels since)
That is OEM color btw. Wheels are 18" ADR "gunmetal grey" .