DocumentCode :
309787
Title :
Object tracking using motion-adaptive modeling of scene content
Author :
Rabiner, Wendi ; Jacquin, Amaud
Author_Institution :
Dept. of Electr. Eng., MIT, Cambridge, MA, USA
Volume :
2
fYear :
1996
fDate :
18-22 Nov 1996
Firstpage :
877
Abstract :
We describe a system which detects and tracks objects of interest specified a priori, such as human faces and bodies, in video sequences. Face location tracking algorithms described previously by Eleftheriadis and Jacquin (see Signal Processing: Image Communication, vol.7, no.3, p.231-48, 1995 and vol.7, no.4-6, p.435-57, 1995) are extended to enable robust and accurate tracking of faces and bodies in video scenes with complex spatio-temporal backgrounds, i.e. cluttered static backgrounds as well as moving backgrounds (for example due to camera motion and/or zoom). The new tracking algorithm includes background removal obtained from global motion estimation (GME), as well as the use of combined motion and edge data and knowledge-based temporal adaptation, which jointly add significant robustness to the tracking. Face/body tracking results show the accuracy of this new system for challenging video material
Keywords :
adaptive signal processing; edge detection; face recognition; image sequences; knowledge based systems; motion estimation; object detection; tracking; video coding; background removal; camera motion; camera zoom; cluttered static backgrounds; edge data; face location tracking algorithms; global motion estimation; human bodies; human faces; knowledge based temporal adaptation; low bit rate coding; motion adaptive modeling; moving backgrounds; object tracking; scene content; spatiotemporal backgrounds; system accuracy; tracking robustness; video material; video scenes; video sequences; Face detection; Humans; Image communication; Layout; Object detection; Robustness; Signal processing algorithms; Tracking; Video sequences; Video signal processing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Global Telecommunications Conference, 1996. GLOBECOM '96. 'Communications: The Key to Global Prosperity
Conference_Location :
London
Print_ISBN :
0-7803-3336-5
Type :
conf
DOI :
10.1109/GLOCOM.1996.585991
Filename :
585991
Link To Document :
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