Rice Bay covers about one-quarter square mile of the north-easternmost portion of Lac Vieux Desert, a 6.6 square-mile lake on the border between Michigan and Wisconsin.
About one-half mile to the west of Rice Bay is the "Old Village" of Ketegitigaaning (also transcribed as "Katikitegon" or "Katakitckon").