Yes, Yes, Yes! The Bloodhound nose/sense of smell is an amazing tool carefully bred for centuries, and also their worst enemy. Bloodhounds will naturally follow an interesting scent, and have no road/vehicle sense. A loose Bloodhound is a dead Bloodhound. Even Bloodhound owners who have earned obedience titles with their hound keep their dog on leash when out of a fenced yard.