Intuitive, Localized Analysis of Shape Variability
نویسندگان
چکیده
Analysis of shape variability is important for diagnostic classification and understanding of biological processes. We present a novel shape analysis approach based on a multiscale medial representation. Our method examines shape variability in separate categories, such as global variability in the coarse-scale shape description and localized variability in the fine-scale description. The method can distinguish between variability in growing and bending. When used for diagnostic classification, the method indicates what shape change accounts for the discrimination and where on the object the change occurs. We illustrate the approach by analysis of 2D clinical corpus callosum shape and discrimination of simulated corpora callosa.
منابع مشابه
An assessment of the anatomical variability and contributing factors of female pelvis shape using principal component analysis
Background & aim: Pelvic shape has important effects on obstetrical outcomes. Therefore, this study aimed to determine the etiologic factors that contribute to the formation of female pelvis and describe its variability. Methods: This study was conducted on 131 women referring to Saint Joseph Hospital, Marseille...
متن کاملLocalized Components Analysis
We introduce Localized Components Analysis (LoCA) for describing surface shape variation in an ensemble of biomedical objects using a linear subspace of spatially localized shape components. In contrast to earlier methods, LoCA optimizes explicitly for localized components and allows a flexible trade-off between localized and concise representations. Experiments comparing LoCA to a variety of c...
متن کاملShape analysis based on medial models incorporating object variability
Knowledge about the biological variability of anatomical objects is essential for statistical shape analysis and discrimination between healthy and pathological structures. This paper describes a novel approach that incorporates variability of an object population into the generation of a characteristic 3D shape model. The proposed shape representation is a coarse-scale sampled medial descripti...
متن کاملMedial models incorporating shape variability for 3D shape analysis
Knowledge about the biological variability of anatomical objects is essential for statistical shape analysis and discrimination between healthy and pathological structures. This paper describes a novel approach that incorporates variability of an object population into the generation of a characteristic 3D shape model. The proposed shape representation is based on a fine-scale spherical harmoni...
متن کاملMedial Models Incorporating Object Variability for 3D Shape Analysis
Knowledge about the biological variability of anatomical objects is essential for statistical shape analysis and discrimination between healthy and pathological structures. This paper describes a novel approach that incorporates variability of an object population into the generation of a characteristic 3D shape model. The proposed shape representation is based on a fine-scale spherical harmoni...
متن کامل