D. J. Allcroft and C. A. Glasbey, A latent Gaussian Markov random-field model for spatiotemporal rainfall disaggregation, Journal of the Royal Statistical Society: Series C (Applied Statistics), vol.96, issue.4, pp.487-498, 2003.
DOI : 10.1111/1467-9876.00419

M. Bartlett, A Further Note on Nearest Neighbour Models, Journal of the Royal Statistical Society. Series A (General), vol.131, issue.4, pp.579-580, 1968.
DOI : 10.2307/2343725

J. Besag, Spatial interactions and the statistical analysis of lattice systems, J. Roy. Statist. Soc., B, issue.148, pp.1-36, 1974.

B. Chalmond, Modeling and Inverse Problems in Image Analysis, Applied Mathematical Sciences, vol.155, 2003.

G. Doretto, A. Chiuso, Y. Wu, and S. Soatto, Dynamic textures, International Journal of Computer Vision, vol.51, issue.2, pp.91-109, 2003.
DOI : 10.1023/A:1021669406132

G. Doretto, E. Jones, and S. Soatto, Spatially Homogeneous Dynamic Textures, 8th European Conf. on Computer Vision, pp.591-602, 2004.
DOI : 10.1007/978-3-540-24671-8_47

R. Fablet and P. Bouthemy, Motion recognition using non parametric image motion models estimated from temporal and multiscale cooccurrence statistics, IEEE Trans. on Pattern Analysis and Machine Intelligence, issue.122, pp.251619-1624, 2003.

R. Fablet, P. Bouthemy, and P. Pérez, Nonparametric motion characterization using causal probabilistic models for video indexing and retrieval, IEEE Transactions on Image Processing, vol.11, issue.4, pp.393-407, 2002.
DOI : 10.1109/TIP.2002.999674

X. Guyon, Random Fields on a Network: Modeling, Statistics, and Applications, 1995.

C. Hardouin and J. Yao, Markovian auto-models with mixed states, 2004.

M. Irani, B. Rousso, and S. Peleg, Detecting and tracking multiple moving objects using temporal integration, Proc. of European Conf. on Computer Vision, ECCV'92, pp.282-287, 1992.
DOI : 10.1007/3-540-55426-2_33

C. Ngo, T. Pong, and H. Zhang, On clustering and retrieval of video shots through temporal slices analysis, IEEE Trans. Multimedia, vol.4, issue.4, pp.446-458, 2002.

J. Odobez and P. Bouthemy, Separation of moving regions from background in an image sequence acquired with a mobile camera, Video Data Compression for Multimedia Computing, pp.283-311, 1997.

J. Odobez and P. Bouthemy, Robust Multiresolution Estimation of Parametric Motion Models, Journal of Visual Communication and Image Representation, vol.6, issue.4, pp.348-365, 1995.
DOI : 10.1006/jvci.1995.1029

Y. Rui and P. Anandan, Segmenting visual actions based on spatio-temporal motion patterns, Proceedings IEEE Conference on Computer Vision and Pattern Recognition. CVPR 2000 (Cat. No.PR00662), 2000.
DOI : 10.1109/CVPR.2000.855807

M. Szummer and R. Picard, Temporal texture modeling, Proceedings of 3rd IEEE International Conference on Image Processing, 1996.
DOI : 10.1109/ICIP.1996.560871

N. Vasconcelos and A. Lippman, Statistical models of video structure for content analysis and characterization, IEEE Transactions on Image Processing, vol.9, issue.1, pp.3-19, 2000.
DOI : 10.1109/83.817595

P. Whittle, Stochastic processes in several dimensions, Bull. Inst. Statist. Inst, vol.40, pp.974-994, 1963.

Y. Yacoob and J. Black, Parametrized modeling and recognition of activities, Sixth IEEE Int. Conf. on Computer Vision, 1998.

L. Yuan, F. Wen, C. Liu, and H. Shum, Synthesizing Dynamic Texture with Closed-Loop Linear Dynamic System, 8th European Conf. on Computer Vision, pp.603-616, 2004.
DOI : 10.1007/978-3-540-24671-8_48

L. Zelnik-manor and M. Irani, Event-based analysis of video, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001, 2001.
DOI : 10.1109/CVPR.2001.990935

R. , U. De-recherche, I. Lorraine, V. Technopôle-de-nancy-brabois, I. Lès-nancy-unité-de-recherche et al., Campus scientifique, 615 rue du Jardin Botanique Irisa, Campus universitaire de Beaulieu, 35042 RENNES Cedex Unité de recherche INRIA Rhône-Alpes, p.78153, 2004.