Ground based thermal cameras are used to observe urban surface temperatures (Ts) with an unprecedented combination of: temporal and spatial resolution (5 min ~0.5 m ? 2.5 m), extent (3.9 ha), instrument number (6 static cameras) heterogeneity (mixed high rise vegetation). Unsupervised classification of images by geometry material properties (surface orientation, albedo, solar irradiance, shadow...