Twelve people were rescued on Sunday afternoon after the boat they were on sank on Lake Burley Griffin in Canberra.

Police said they received a call about 12:30pm to say the boat was taking on water in an area of the lake near Yarralumla, in the city's inner-south.

Canberra's maritime police responded and the passengers were all taken safely to a nearby embankment.

Nobody was injured.