The abandoned tunnel that you often see in pictures belongs to the petite Ceinture in Paris. It is a railway belt around Paris, that was used in the 19th century and lies abandoned for almost a century. For a few years, sections of the tracks have been rehabilitated and opened as public gardens and walkways.