For autonomous machines to successfully navigate the physical world, they will have to be able to map their environment. At the same time, robots should be transparent: interpretable and understandable by humans. We believe that these goals are one and the same. In this project, we seek to develop new algorithms and methods to create occupancy grids, a basic map indicating whether a space is filled or not, from image and camera position data.