Hitori No Shita - The Outcast

Gets better — peaks in season 5

Zhang Chulan leads a very common college student's life until he finds himself caught up in a terrible incident that happened in a small village. As he was walking through a graveyard, he is assaulted by zombies. Thinking that it was over for him, a mysterious girl carrying a sword suddenly saves him and disappears.