Over the last decade, tracking people has attracted considerable research interest. Cameras enable efficient tracking of people but it is a nontrivial task, especially when the sensors have a non-overlapping range. The goal is to track�that is, both locate and identify�people around a multi-story building with a sparse network formed by non-overlapping cameras and RFID sensors.