This talk examines two scene recovery problems arising when interpreting data from massive numbers of randomly distributed single pixel cameras. Assuming that the camera positions and orientations are approximately known, the talk shows that both distant and nearby scenes can be reconstructed. Ideas on how to estimate sensor positions is given, and some future directions.