Acknowledgments

The authors are very grateful to Bernt Schiele for all his help and for the use of his code. This work builds on the receptive field histogram based object recognition system introduced by him. We also thank Sumit Base, Tony Jebara and Jacob Strom, who developed the head trackers used in our experiments.