Is Antarctica Part of Southeast Asia?

No. Antarctica is a continent centred on the South Pole, surrounded by the Southern Ocean. Southeast Asia is a subregion of Asia, comprising countries like Indonesia, Thailand, Vietnam, etc. They are on opposite sides of the globe.