The most common Korean word for “art museum” is 미술관 (misulgwan). 「art museum」는 한국어로 미술관.
art museum; art gallery
TOPIK 2 · noun
Words and levels: TOPIK I essentials (National Institute of Korean Language standard curriculum, KOGL Type 1) · examples: Cheesepotato