Literature DB >> 21311729

A Novel Representation for Riemannian Analysis of Elastic Curves in ℝ

Shantanu H Joshi1, Eric Klassen, Anuj Srivastava, Ian Jermyn.   

Abstract

We propose a novel representation of continuous, closed curves in ℝ(n) that is quite efficient for analyzing their shapes. We combine the strengths of two important ideas - elastic shape metric and path-straightening methods -in shape analysis and present a fast algorithm for finding geodesics in shape spaces. The elastic metric allows for optimal matching of features while path-straightening provides geodesics between curves. Efficiency results from the fact that the elastic metric becomes the simple (2) metric in the proposed representation. We present step-by-step algorithms for computing geodesics in this framework, and demonstrate them with 2-D as well as 3-D examples.

Year:  2007        PMID: 21311729      PMCID: PMC3035322          DOI: 10.1109/CVPR.2007.383185

Source DB:  PubMed          Journal:  Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit        ISSN: 1063-6919


  1 in total

1.  Analysis of planar shapes using geodesic paths on shape spaces.

Authors:  Eric Klassen; Anuj Srivastava; Washington Mio; Shantanu H Joshi
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2004-03       Impact factor: 6.226

  1 in total
  39 in total

1.  Intrinsic Bayesian Active Contours for Extraction of Object Boundaries in Images.

Authors:  Shantanu H Joshi; Anuj Srivastava
Journal:  Int J Comput Vis       Date:  2009-03-01       Impact factor: 7.410

2.  Cortical sulcal atlas construction using a diffeomorphic mapping approach.

Authors:  Shantanu H Joshi; Ryan P Cabeen; Bo Sun; Anand A Joshi; Boris Gutman; Alen Zamanyan; Shruthi Chakrapani; Ivo Dinov; Roger P Woods; Arthur W Toga
Journal:  Med Image Comput Comput Assist Interv       Date:  2010

3.  Total Bregman Divergence and its Applications to Shape Retrieval.

Authors:  Meizhu Liu; Baba C Vemuri; Shun-Ichi Amari; Frank Nielsen
Journal:  Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit       Date:  2010

4.  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

5.  Removing Shape-Preserving Transformations in Square-Root Elastic (SRE) Framework for Shape Analysis of Curves.

Authors:  Shantanu H Joshi; Eric Klassen; Anuj Srivastava; Ian Jermyn
Journal:  Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit       Date:  2007

6.  An information-geometric framework for statistical inferences in the neural spike train space.

Authors:  Wei Wu; Anuj Srivastava
Journal:  J Comput Neurosci       Date:  2011-05-17       Impact factor: 1.621

7.  Heritability of White Matter Fiber Tract Shapes: A HARDI Study of 198 Twins.

Authors:  Yan Jin; Yonggang Shi; Shantanu H Joshi; Neda Jahanshad; Liang Zhan; Greig I de Zubicaray; Katie L McMahon; Nicholas G Martin; Margaret J Wright; Arthur W Toga; Paul M Thompson
Journal:  Multimodal Brain Image Anal (2011)       Date:  2011

8.  A Riemannian framework for matching point clouds represented by the Schrödinger distance transform.

Authors:  Yan Deng; Anand Rangarajan; Stephan Eisenschenk; Baba C Vemuri
Journal:  Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit       Date:  2014-06

9.  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

10.  GROUP ACTION INDUCED AVERAGING FOR HARDI PROCESSING.

Authors:  H Ertan Cetingül; Bijan Afsari; Margaret J Wright; Paul M Thompson; Rene Vidal
Journal:  Proc IEEE Int Symp Biomed Imaging       Date:  2012
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