This paper has described a new principle which allows image edges, lines, corners and junctions to be accurately and quickly found, and also a related method for reducing noise whilst preserving image structure. The localization of the features is independent of the mask size used, and noise suppression is shown to be good. Connectivity of edges and lines at junctions is good. SUSAN noise reduction has been shown to be superior to the other methods tested.