In this effort we developed a system for visually tracking and interpreting human motion for the purpose of controlling devices, interacting with virtual worlds, and interpreting overhead reconnaissance video data. That is, we implemented a gesture recognition and device control system based on the dynamic properties of gestures. Such a system will be used to quickly categorize and prune the search space of objects requiring observation during overhead reconnaissance.