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Open Access item 3D real-time head tracking fusing color histograms and stereovision

Authors:Moreno-Noguer, F.
Tarrida, Adrià
Andrade-Cetto, J.
Sanfeliu, Alberto
Keywords:Data fusion, Depth from stereo, Color histograms, Tracking, Deformable contours, Color adaption, Particle filters, Pattern recognition: Computer vision, Pattern recognition: Object detection, Computer vision, Pattern recognition systems
Issue Date:2002
Publisher:Institute of Electrical and Electronics Engineers
Citation:Proceedings 16th International Conference on Pattern Recognition 1: 368-371 (2002)
Abstract:A system that performs the tracking of a human head in 3D in real time is presented. The head shape is modeled by an ellipse with a trained color histogram of skin and hair samples. The color histogram is dynamically updated based on incoming image data in order to accommodate for varying illumination conditions. On the other hand, the size of the searched ellipse projected on the image is scaled depending on the depth information gathered from stereo vision. The strength of our method resides on the use of a predictive filter to fuse color and depth information, iteratively refining the location of the head in 3D and the parameters of the head color histogram.
Description:Trabajo presentado al 16th ICPR celebrado en Quebec (Canadá) en 2002.
Publisher version (URL):http://dx.doi.org/10.1109/ICPR.2002.1044727
URI:http://hdl.handle.net/10261/30226
ISBN:0-7695-1695-X
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Appears in Collections:(IRII) Libros y partes de libros

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