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Regional appearance modeling for model-based image segmentation - Chung, François
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Chung, François:

Regional appearance modeling for model-based image segmentation - Taschenbuch

ISBN: 3844322094

Gebundene Ausgabe, ID: 10422236

Methodological approaches to improve the accuracy of model-based image segmentation - Buch, gebundene Ausgabe, 196 S., Beilagen: Paperback, Erschienen: 2011 LAP Lambert Acad. Publ. This thesis presents a novel appearance prior for model-based image segmentation. This appearance prior, denoted as Multimodal Prior Appearance Model (MPAM), is built upon an EM clustering of intensity profiles with model order selection to automatically select the number of profile classes. Unlike classical PCA-based approaches, the clustering is considered as regional because intensity profiles are classified for each mesh and not for each vertex. Comparative results on liver profiles from CT images show that MPAM outperforms PCA-based appearance models. Finally, methods for the analysis of lower limb structures from MR images are presented. A first part deals with the creation of subject-specific models for kinematic simulations of the lower limbs. In a second part, the performance of statistical models is compared in the context of lower limb bone segmentation when only a small number of datasets is available for training.

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Regional appearance modeling for model-based image segmentation - Chung, François
Vergriffenes Buch, derzeit bei uns nicht verfügbar.
(*)

Chung, François:

Regional appearance modeling for model-based image segmentation - Taschenbuch

2011, ISBN: 3844322094

Gebundene Ausgabe, ID: 10422236

Methodological approaches to improve the accuracy of model-based image segmentation - Buch, gebundene Ausgabe, 196 S., Beilagen: Paperback, Erschienen: 2011 LAP Lambert Acad. Publ.

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Regional Appearance Modeling for Model-Based Image Segmentation - Fran Ois Chung
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Fran Ois Chung:
Regional Appearance Modeling for Model-Based Image Segmentation - Taschenbuch

ISBN: 9783844322095

Paperback, [PU: LAP Lambert Academic Publishing], Computing: General

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Regional appearance modeling for model-based image segmentation
Autor:

Chung, François

Titel:

Regional appearance modeling for model-based image segmentation

ISBN-Nummer:

3844322094

This thesis presents a novel appearance prior for model-based image segmentation. This appearance prior, denoted as Multimodal Prior Appearance Model (MPAM), is built upon an EM clustering of intensity profiles with model order selection to automatically select the number of profile classes. Unlike classical PCA-based approaches, the clustering is considered as regional because intensity profiles are classified for each mesh and not for each vertex. Comparative results on liver profiles from CT images show that MPAM outperforms PCA-based appearance models. Finally, methods for the analysis of lower limb structures from MR images are presented. A first part deals with the creation of subject-specific models for kinematic simulations of the lower limbs. In a second part, the performance of statistical models is compared in the context of lower limb bone segmentation when only a small number of datasets is available for training.

Detailangaben zum Buch - Regional appearance modeling for model-based image segmentation


EAN (ISBN-13): 9783844322095
ISBN (ISBN-10): 3844322094
Gebundene Ausgabe
Taschenbuch
Erscheinungsjahr: 2011

Buch in der Datenbank seit 01.02.2009 19:35:43
Buch zuletzt gefunden am 12.11.2014 16:05:49
ISBN/EAN: 3844322094

ISBN - alternative Schreibweisen:
3-8443-2209-4, 978-3-8443-2209-5

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