Perrine was a pitcher in minor league baseball prior to his umpiring days, though records are sparse.
When he entered umpiring in 1905, an article in Sporting Life said that Perrine "has never played ball in the East, but is pretty generally known from British Columbia to Old Mexico as a ball tosser.