Images from consumer cameras on different platforms such as Unmanned Aerial Vehicles (UAVs) or terrestrial based mobile system can be cost effective compared to satellite's imagery or traditional aerial photography [7]. Satellite images can be another source for monitoring road distress. However, due to the cost and the limited spatial resolution quality of the image, it is not preferred.