A Kalman Filter Apprach to Camera and Feature Localization Peter Cheeseman Research Institute for Advanced Computer Science NASA Ames Research Center cheesem2@pacbell.net This is work in progress. I will show the theory for optimal simultaneous localization of features and camera that is very computationally efficient and robust. This work draws heavily on earlier work in robotics.