1. A method for object detection, the method comprising: receiving observation data for a plurality of training images; forming at least one statistical model from the plurality of training images; receiving an input image having a plurality of pixels; detecting a plurality of components in the input image; determining a fusion of the detected components; comparing the fusion with the statistical model; and detecting an object in accordance with said comparison.