Title :
Joint audio-video object tracking
Author :
Spors, S. ; Rabenstein, R. ; Strobe, N.
Author_Institution :
Telecommun. Lab., Erlangen-Nurnberg Univ., Erlangen, Germany
fDate :
6/23/1905 12:00:00 AM
Abstract :
This paper presents an object localization and tracking algorithm integrating audio and video-based object localization results. A face tracking algorithm and a microphone array are used to compute two single-modality speaker position estimates. These position estimates are then combined into a global position estimate using a decentralized Kalman filter. Experiments with a model railway show that such an approach yields more robust results for audio-visual object tracking than either modality by itself
Keywords :
Kalman filters; audio signal processing; motion estimation; tracking; video signal processing; audio object localization; audio-visual object tracking; decentralized Kalman filter; global position estimate; microphone array; model railway; speaker position estimates; video object localization; Color; Face detection; Histograms; Humans; Laboratories; Microphone arrays; Rail transportation; Robustness; Skin; Video sequences;
Conference_Titel :
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location :
Thessaloniki
Print_ISBN :
0-7803-6725-1
DOI :
10.1109/ICIP.2001.959036