I had the opposite problem while living in Toronto. I'm so used to navigate by landmarks that I couldn't find places I'd been to before because everything looked just about identical. Second street down from the 'pizza-pizza' on the west side of Yonge street. Right. I had not quite figured there would be multiple pizza-pizza franchises on Yonge street alone.