The miniaturization of video cameras has led to an explosion in their use, including their incorporation into a range of portable devices such as headcams, used in scenarios ranging from sporting events to armed combat. To analyze tasks performed in view of such devices and provide real-time guidance to individuals using them, it would be helpful to characterize where the user is actually focusing within footage at each moment in time, but the tools available to predict this are still limited.