An automated lineament detection method based on a modified Hough transform is presented. The method first performs an efficient data clustering using Kohonen’s self-organizing maps then binarizes the classification result and finally applies the modified Hough transform in order to identify lineaments. The capabilities of the method are described using Landsat TM satellite data from the Vermion area in Greece. The results of the automated analysis show major geological faults in the selected area.