This lecture overviews MultiDrone Datasets that has many applications in autonomous drone research and development. It covers the following topics in detail: Datasets developed in the MultiDrone R&D project, notably on visualizing crowd images, shot types, person detection, cyclist races, UAV detection, landing site detection and boating races.