Pattison received his early education at Clarenceville Academy.
From 1908 to 1912, he attended the art school of the Art Association of Montreal, which in 1949 was renamed the Montreal Museum of Fine Arts (MMFA), where he studied under prominent Canadian artists William Brymner and Maurice Cullen.