Literature DB >> 20921581

Shape Analysis of Elastic Curves in Euclidean Spaces.

Anuj Srivastava, Eric Klassen, Shantanu H Joshi, Ian H Jermyn.   

Abstract

This paper introduces a square-root velocity (SRV) representation for analyzing shapes of curves in euclidean spaces under an elastic metric. In this SRV representation, the elastic metric simplifies to the IL(2) metric, the reparameterization group acts by isometries, and the space of unit length curves becomes the unit sphere. The shape space of closed curves is the quotient space of (a submanifold of) the unit sphere, modulo rotation, and reparameterization groups, and we find geodesics in that space using a path straightening approach. These geodesics and geodesic distances provide a framework for optimally matching, deforming, and comparing shapes. These ideas are demonstrated using: 1) shape analysis of cylindrical helices for studying protein structure, 2) shape analysis of facial curves for recognizing faces, 3) a wrapped probability distribution for capturing shapes of planar closed curves, and 4) parallel transport of deformations for predicting shapes from novel poses.

Year:  2010        PMID: 20921581     DOI: 10.1109/TPAMI.2010.184

Source DB:  PubMed          Journal:  IEEE Trans Pattern Anal Mach Intell        ISSN: 0098-5589            Impact factor:   6.226


  43 in total

1.  Measuring Brain Connectivity via Shape Analysis of fMRI Time Courses and Spectra.

Authors:  David S Lee; Amber Leaver; Katherine L Narr; Roger P Woods; Shantanu H Joshi
Journal:  Connectomics Neuroimaging (2017)       Date:  2017-09-02

2.  From Curves to Trees: A Tree-like Shapes Distance Using the Elastic Shape Analysis Framework.

Authors:  A Mottini; X Descombes; F Besse
Journal:  Neuroinformatics       Date:  2015-04

3.  Minimum action principle and shape dynamics.

Authors:  Patrice Koehl
Journal:  J R Soc Interface       Date:  2017-05       Impact factor: 4.118

4.  Reconsidering "The inappropriateness of conventional cephalometrics".

Authors:  Fred L Bookstein
Journal:  Am J Orthod Dentofacial Orthop       Date:  2016-06       Impact factor: 2.650

5.  A Riemannian Framework for Linear and Quadratic Discriminant Analysis on the Tangent Space of Shapes.

Authors:  Susovan Pal; Roger P Woods; Suchit Panjiyar; Elizabeth Sowell; Katherine L Narr; Shantanu H Joshi
Journal:  Conf Comput Vis Pattern Recognit Workshops       Date:  2017-08-24

6.  Functional Data Analyses of Gait Data Measured Using In-Shoe Sensors.

Authors:  Jihui Lee; Gen Li; William F Christensen; Gavin Collins; Matthew Seeley; Anton E Bowden; David T Fullwood; Jeff Goldsmith
Journal:  Stat Biosci       Date:  2018-12-07

7.  Skeletal Shape Correspondence Through Entropy.

Authors:  Liyun Tu; Martin Styner; Jared Vicory; Shireen Elhabian; Rui Wang; Junpyo Hong; Beatriz Paniagua; Juan C Prieto; Dan Yang; Ross Whitaker; Stephen M Pizer
Journal:  IEEE Trans Med Imaging       Date:  2017-09-21       Impact factor: 10.048

8.  Radiologic image-based statistical shape analysis of brain tumours.

Authors:  Karthik Bharath; Sebastian Kurtek; Arvind Rao; Veerabhadran Baladandayuthapani
Journal:  J R Stat Soc Ser C Appl Stat       Date:  2018-03-15       Impact factor: 1.864

9.  Interaction Models for Functional Regression.

Authors:  Joseph Usset; Ana-Maria Staicu; Arnab Maity
Journal:  Comput Stat Data Anal       Date:  2016-02-01       Impact factor: 1.681

10.  An invariant shape representation using the anisotropic Helmholtz equation.

Authors:  A A Joshi; S Ashrafulla; D W Shattuck; H Damasio; R M Leahy
Journal:  Med Image Comput Comput Assist Interv       Date:  2012
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