Hi lilamyg!
Is it coated canvas or uncoated cotton canvas? If it's coated, use a regular neutral color shoe cleaning cream! It performs miracles. If it's uncoated, use an eraser (someone mentioned it earlier on TPF), but do not rub too hard because I think the logos may rub off.