I don't think dog or cat or human for that matter, poop works as fertilizer. The only poop that works comes from pure herbivores like cows etc. I might be wrong though.
Dog poop is grosser than cat poop imo. Cat poop gets buried and dries up, so it's not as gross when you deal with it.