 Baxter was born in Middlesbrough, England in 1936; his family emigrated to Canada in 1937 and settled in Calgary.In 1959, he received a BSc from the University of Idaho and completed a Master of Education at the University of Idaho.Baxter studied art and aesthetics in Japan in 1961 and completed an MFA at Washington State University at Pullman in 1964.