Of course, unless they're painting the concrete underneath with the same stuff, it's still going to reek of urine.
OTOH, I do wish all the places building cinderblock and concrete bathrooms in parks would get some of this paint. Even if everybody manages to not splash at all, those steel urinals seem to have leakage issues, and once it's in untreated concrete, it's there forever.