Its using Visual descriptors to generate a pointcloud. Buildings and text are really great for creating descriptors, so when they change you loose key points for "localizing"(ie getting your position). This needs to be updated as those buildings change.

You also need a day/night dataset (although some newer descriptors are day/night resistant)