During World War II Dupain served with the Royal Australian Air Force in both Darwin and Papua New Guinea helping to create camouflage.
Během války sloužil Dupain u Royal Australian Air Force v Darwinu a Papui-Nové Guineji, kde pomáhal vytvářet kamufláž.