In a Smart City relying on data-driven decisions it is not enough to merely count traffic in the morning and afternoon peak hours, when evaluating the redesign of a troubled traffic intersection. A new method uses Computer Vision (CV) algorithms on thermographic video to track the heat silhouettes, radiated by people, bikes, and vehicles moving through the intersection. The algorithms yield georeferenced tracks which are analysed and visualised using Geographical Information Systems (GIS).