Towards automatic waste containers management in cities via computer vision: containers localization and geo-positioning in city maps

•Methodology to automatically generate geo-located waste container maps.•Use of Computer Vision algorithms to detect waste containers.•Automatic division into locations with and without containers in city maps.•Robust model with consistent performance disregarding the container type.•System evaluated in eleven Spanish cities with an average accuracy of 89%.