Title :
Robust, real-time people tracking in open environments using integrated stereo, color, and face detection
Author :
Darrell, T. ; Gordon, G. ; Woodfill, J. ; Baker, H. ; Harville, M.
Author_Institution :
Interval Res. Corp., Palo Alto, CA, USA
Abstract :
We present approach to robust real-time person tracking in crowded and/or unknown environments using multimodal integration. We combine stereo, color, and face detection modules into a single robust system, and show an initial application for an interactive display where the user sees his face distorted into various comic poses in real-time. Stereo processing is used to isolate the figure of a user from other objects and people in the background. Skin-hue classification identifies and tracks likely body parts within the foreground region, and face pattern detection discriminates and localizes the face within the tracked body parts. We discuss the failure modes of these individual components, and report results with the complete system in trials with thousands of users
Keywords :
face recognition; interactive systems; real-time systems; stereo image processing; tracking; color vision; comic poses; crowded environments; face detection; interactive display; multimodal integration; open environments; robust real-time person tracking; skin-hue classification; stereo processing; stereo vision; unknown environments; Cameras; Color; Computer displays; Computer vision; Electrical capacitance tomography; Face detection; Head; Milling machines; Robustness; Stereo vision;
Conference_Titel :
Visual Surveillance, 1998. Proceedings., 1998 IEEE Workshop on
Conference_Location :
Bombay
Print_ISBN :
0-8186-8320-1
DOI :
10.1109/WVS.1998.646017