Literature DB >> 27377332

Statistical shape analysis: From landmarks to diffeomorphisms.

Miaomiao Zhang1, Polina Golland2.   

Abstract

We offer a blazingly brief review of evolution of shape analysis methods in medical imaging. As the representations and the statistical models grew more sophisticated, the problem of shape analysis has been gradually redefined to accept images rather than binary segmentations as a starting point. This transformation enabled shape analysis to take its rightful place in the arsenal of tools for extracting and understanding patterns in large clinical image sets. We speculate on the future developments in shape analysis and potential applications that would bring this mathematically rich area to bear on clinical practice.
Copyright © 2016 Elsevier B.V. All rights reserved.

Entities:  

Keywords:  Diffeomorphisms; Landmarks; Shape variability; Statistical shape analysis

Mesh:

Year:  2016        PMID: 27377332      PMCID: PMC5310158          DOI: 10.1016/j.media.2016.06.025

Source DB:  PubMed          Journal:  Med Image Anal        ISSN: 1361-8415            Impact factor:   8.545


  8 in total

1.  Segmentation, registration, and measurement of shape variation via image object shape.

Authors:  S M Pizer; D S Fritsch; P A Yushkevich; V E Johnson; E L Chaney
Journal:  IEEE Trans Med Imaging       Date:  1999-10       Impact factor: 10.048

2.  A minimum description length approach to statistical shape modeling.

Authors:  Rhodri H Davies; Carole J Twining; Tim F Cootes; John C Waterton; Chris J Taylor
Journal:  IEEE Trans Med Imaging       Date:  2002-05       Impact factor: 10.048

3.  Automatic construction of 3-D statistical deformation models of the brain using nonrigid registration.

Authors:  Daniel Rueckert; Alejandro F Frangi; Julia A Schnabel
Journal:  IEEE Trans Med Imaging       Date:  2003-08       Impact factor: 10.048

4.  Geodesic Shooting for Computational Anatomy.

Authors:  Michael I Miller; Alain Trouvé; Laurent Younes
Journal:  J Math Imaging Vis       Date:  2006-01-31       Impact factor: 1.627

5.  Detection and analysis of statistical differences in anatomical shape.

Authors:  Polina Golland; W Eric L Grimson; Martha E Shenton; Ron Kikinis
Journal:  Med Image Anal       Date:  2005-02       Impact factor: 8.545

6.  Bayesian principal geodesic analysis for estimating intrinsic diffeomorphic image variability.

Authors:  Miaomiao Zhang; P Thomas Fletcher
Journal:  Med Image Anal       Date:  2015-04-17       Impact factor: 8.545

7.  Biological shape and visual science. I.

Authors:  H Blum
Journal:  J Theor Biol       Date:  1973-02       Impact factor: 2.691

8.  Image-driven population analysis through mixture modeling.

Authors:  Mert R Sabuncu; Serdar K Balci; Martha E Shenton; Polina Golland
Journal:  IEEE Trans Med Imaging       Date:  2009-03-24       Impact factor: 10.048

  8 in total
  2 in total

1.  Tetrahedral spectral feature-Based bayesian manifold learning for grey matter morphometry: Findings from the Alzheimer's disease neuroimaging initiative.

Authors:  Yonghui Fan; Gang Wang; Qunxi Dong; Yuxiang Liu; Natasha Leporé; Yalin Wang
Journal:  Med Image Anal       Date:  2021-06-08       Impact factor: 13.828

2.  Nonlinear interaction between APOE ε4 allele load and age in the hippocampal surface of cognitively intact individuals.

Authors:  Gerard Martí-Juan; Gerard Sanroma-Guell; Raffaele Cacciaglia; Carles Falcon; Grégory Operto; José Luis Molinuevo; Miguel Ángel González Ballester; Juan Domingo Gispert; Gemma Piella
Journal:  Hum Brain Mapp       Date:  2020-10-05       Impact factor: 5.038

  2 in total

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