This talk reviews the history of one of ASU's pioneering efforts to develop a visually guided autonomous underwater navigational system. Based on the assumption that combining multiple attributes of the stimulus scene was the most effective guiding principle, the project went from algorithmic development to simulations to actual field tests with a little yellow submarine. All will be revealed in today's presentation.