In this project we are developing new robust and lightweight algorithms that allow an unmanned air vehicle (UAV) to autonomously follow a target. Our ultimate goal is to design a self-contained system that does not require external information (e.g., GPS) and that performs all the required computations using onboard computers, thereby eliminating the need for a remote ground station.