1. A method for selecting and grouping key points extracted by applying a feature detector on a scene being analysed, the method comprising: grouping the extracted key points into clusters that enforce a geometric relation between members of a cluster; scoring and sorting the clusters; identifying and discarding clusters that are comprised of points which represent the background noise of the image; and sub-sampling the remaining clusters to provide a smaller number of key points for the scene.