1. A method for detecting a specific object in an image, comprising: determining an orientation of an arbitrary object in an image using an orientation classifier for the specific object; selecting one of a plurality of orientation and object specific classifiers according to the orientation; and classifying the arbitrary object in the image as the specific object with the selected orientation and object specific classifier.