Statistical shape analysis of gravid uteri throughout pregnancy by a ray description technique
In order to study the anatomical variability of the uterus induced by pregnancy, a parametrization of gravid uterine geometry based on principal component analysis (PCA) is proposed. Corresponding meshes used for PCA are created by a ray description technique applied to a reference mesh. A smoothed...
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Veröffentlicht in: | Medical & biological engineering & computing 2021-10, Vol.59 (10), p.2165-2183 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | In order to study the anatomical variability of the uterus induced by pregnancy, a parametrization of gravid uterine geometry based on principal component analysis (PCA) is proposed. Corresponding meshes used for PCA are created by a ray description technique applied to a reference mesh. A smoothed voxel-based methodology is applied to determine the reference mesh from a database of 11 real shapes produced by the FEMONUM project. The ray-based correspondence technique is compared to two existing methods (He, Giessen) as well as a proposed mixed method. Principal component analysis results are based on a database of 11 existing shapes. Results of the parametrization show that 90% of the total variance of the database can be represented with four new shape parameters and that a wide spectrum of shapes can be generated.
Graphical Abstract
Proposed correspondence technique compared to existing methods |
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ISSN: | 0140-0118 1741-0444 |
DOI: | 10.1007/s11517-021-02402-1 |