1. A method for counting people using overhead camera views, said method comprising: generating a set of person-shape models during a cumulative training process, the set of person-shape models comprising a shape cue from an overhead view of a head and shoulder region of a human body; detecting persons in a camera field-of-view by using said set of person-shape models; and counting people by tracking detected persons upon crossing by said detected persons of a previously established virtual boundary.