The present genus Rhegmatorhina was introduced by the American ornithologist Robert Ridgway in 1888. The specific epithet melanosticta is from the Ancient Greek melanostiktos meaning "black-spotted". It combines melas meaning "black" and stiktos meaning "spotted".