Title :
Tracking a driver´s hands using computer vision
Author :
McAllister, G. ; McKenna, S.J. ; Ricketts, I.W.
Author_Institution :
Dundee Univ., UK
Abstract :
The paper describes a computer vision system for tracking a driver´s hands. The applications of such a system are discussed with particular attention given to the control of a novel vehicle systems interface. This interface is controlled by pointing at the required function on a display mounted behind the top of the steering wheel. The vision system must detect and track the driver´s hands to allow efficient recovery of a search space in which to look for a pointing finger. Cameras mounted above the driver provide images of the steering wheel area. The scene is segmented using adaptive background and foreground models. A distance transform is applied to the resulting contours. A geometric model is fitted to the resulting distance map by maximising an objective function over the model parameters in a local search space defined by the output of a Kalman filter. The appearance-based model fitting process can resolve ambiguous situations such as the hands touching or crossing, and parting again. The system is demonstrated running at 10 Hz on a standard PC
Keywords :
Kalman filters; computer vision; image segmentation; tracking; traffic engineering computing; user interfaces; Kalman filter; PC; adaptive background model; adaptive foreground model; appearance-based model fitting process; cameras; computer vision; contours; display; distance transform; driver hand detection; driver hand tracking; geometric model; objective function maximisation; pointing finger; scene segmentation; search space recovery; steering wheel area images; vehicle systems interface control; Application software; Cameras; Computer displays; Computer vision; Control systems; Fingers; Machine vision; Solid modeling; Vehicles; Wheels;
Conference_Titel :
Systems, Man, and Cybernetics, 2000 IEEE International Conference on
Conference_Location :
Nashville, TN
Print_ISBN :
0-7803-6583-6
DOI :
10.1109/ICSMC.2000.886048