Cape Polar Star () is a bold cape which forms the southwest extremity of Coulman Island in northwestern Ross Sea. Named by Advisory Committee on Antarctic Names (US-ACAN) in 1987 after USCGC activities in Antarctica, including the Ross Sea, since Operation Deep Freeze, 1978. A survey of this feature was conducted from Polar Star in 1986. Headlands of Victoria Land Borchgrevink Coast