The species was first formally described in 1904 by Ludwig Diels in Botanische Jahrbücher für Systematik, Pflanzengeschichte und Pflanzengeographie. The specific epithet (dichroantha) is derived from the Ancient Greek words δίχρως (díkhrōs) meaning “two-coloured” and ἄνθος (ánthos) meaning “flower”.
