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Statistical models for deformable templates in image and shape analysis

Allassonnière, Stéphanie and Bigot, Jérémie and Glaunès, Joan Alexis and Maire, Florian and Richard, Frédéric J. P. Statistical models for deformable templates in image and shape analysis. (2013) Annales Mathématiques Blaise Pascal, 20 (1). 1-35. ISSN 1259-1734

(Document in English)

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Official URL: http://ambp.cedram.org/item?id=AMBP_2013__20_1_1_0


High dimensional data are more and more frequent in many application fields. It becomes of particular importance to be able to extract meaningful features from these data sets. Deformable template model is a popular way to achieve this. This paper is a review on the statistical aspects of this model as well as its generalizations. We describe the different mathematical frameworks to handle different data types as well as the deformations. We recall the theoretical convergence properties of the estimators and the numerical algorithm to achieve them. We end with some published examples.

Item Type:Article
Additional Information:Thanks to CEDRAM (Centre de diffusion des revues académiques de mathématiques). The original PDF can be found on the CEDRAM website: http://www.cedram.org
Audience (journal):International peer-reviewed journal
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National des Sciences Appliquées de Toulouse - INSA (FRANCE)
Université de Toulouse > Institut Supérieur de l'Aéronautique et de l'Espace - ISAE-SUPAERO (FRANCE)
French research institutions > Office National d'Etudes et Recherches Aérospatiales - ONERA (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > Université de Provence - Aix-Marseille I (FRANCE)
Other partners > Ecole Centrale Marseille (FRANCE)
Other partners > Ecole Polytechnique (FRANCE)
Other partners > Université Paris Descartes - Paris V (FRANCE)
Laboratory name:
Deposited On:30 Sep 2014 12:14

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