We call it "Parents' Day" and you can say "어버이날 축하해요(eobeoinar chukhahaey )!" or simply "엄마, 사랑해요(eomma, saranghaeyo)." in a polite and informal way. \^o^/

you mean, 어버이 날(8th in May)?