These are two different depictions of zombies. In one depiction, they go after brains. In the other (more common) depiction, they’re just hungry for human flesh of any kind. I think part of the reason for the confusion is the “BRAAAAIIIINSSSSS” has kinda stuck around for some reason, even though brain-craving zombies are extremely rare in movies, tv, books, etc.