Barbeau was born in Montreal, Quebec. He studied with Paul-Émile Borduas. In 1995, he was made an Officer of the Order of Canada. He was a member of the Royal Canadian Academy of Arts. He had two children. Barbeau died on January 2, 2016 at the age of 90.