1. A method for detecting objects in a digital image, comprising the steps of: a) generating a first segmentation map of the digital image according to a non-object specific criterion; b) generating a second segmentation map of the digital image according to a object specific criterion; and c) detecting objects in the digital image using both the first and second segmentation maps.