J Math Imaging Vis 25 387?402 2006 c 2006 Springer Science Business Media LLC Manufactured in The Netherlands DOI 10 1007/s10851-006-7251-1 Mixed-State Auto-Models and Motion Texture Modeling 2006


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  • Author:  by P. Bouthemy  C. Hardouin  G. Piriou  J. Yao  

  • Abstract:  Abstract. In image motion analysis as well as for several application fields like daily pluviometry data modeling, observations contain two components of different nature. A first part is made with discrete values accounting for some symbolic information and a second part records a continuous (real-valued) measurement. We call such type of observations ?mixed-state observations?. In this work we introduce a generalization of Besag?s auto-models to deal with mixed-state observations at each site of a lattice. A careful construction as well as important properties of the model will be given. A special class of positive Gaussian mixed-state auto-models is proposed for the analysis of motion textures from video sequences. This model is first explored via simulations. We then apply it to real images of dynamic natural scenes.

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