1. A method in a computer system for detecting whether an image contains a face, the method comprising: providing detectors for determining whether a window of an image contains a face, each detector adapted to detect faces with a certain view; providing a filter for each detector, the filter for filtering out windows based on a prior probability associated with the view of the detector; and applying the detectors to the filtered windows of the image to identify candidate windows containing faces.