Literature DB >> 17108372

Shape representation and classification using the poisson equation.

Lena Gorelick1, Meirav Galun, Eitan Sharon, Ronen Basri, Achi Brandt.   

Abstract

We present a novel approach that allows us to reliably compute many useful properties of a silhouette. Our approach assigns, for every internal point of the silhouette, a value reflecting the mean time required for a random walk beginning at the point to hit the boundaries. This function can be computed by solving Poisson's equation, with the silhouette contours providing boundary conditions. We show how this function can be used to reliably extract various shape properties including part structure and rough skeleton, local orientation and aspect ratio of different parts, and convex and concave sections of the boundaries. In addition to this, we discuss properties of the solution and show how to efficiently compute this solution using multigrid algorithms. We demonstrate the utility of the extracted properties by using them for shape classification and retrieval.

Mesh:

Year:  2006        PMID: 17108372     DOI: 10.1109/TPAMI.2006.253

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


  7 in total

1.  Interpretable exemplar-based shape classification using constrained sparse linear models.

Authors:  Gunnar A Sigurdsson; Zhen Yang; Trac D Tran; Jerry L Prince
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2015-03-20

2.  Unsupervised Discovery of Spatially-Informed Lung Texture Patterns for Pulmonary Emphysema: The MESA COPD Study.

Authors:  Jie Yang; Elsa D Angelini; Pallavi P Balte; Eric A Hoffman; John H M Austin; Benjamin M Smith; Jingkuan Song; R Graham Barr; Andrew F Laine
Journal:  Med Image Comput Comput Assist Interv       Date:  2017-09-04

3.  Human Pose Estimation from Monocular Images: A Comprehensive Survey.

Authors:  Wenjuan Gong; Xuena Zhang; Jordi Gonzàlez; Andrews Sobral; Thierry Bouwmans; Changhe Tu; El-Hadi Zahzah
Journal:  Sensors (Basel)       Date:  2016-11-25       Impact factor: 3.576

4.  High-Throughput Segmentation of Tiled Biological Structures using Random-Walk Distance Transforms.

Authors:  Daniel Baum; James C Weaver; Igor Zlotnikov; David Knötel; Lara Tomholt; Mason N Dean
Journal:  Integr Comp Biol       Date:  2019-12-01       Impact factor: 3.326

5.  Skin injury model classification based on shape vector analysis.

Authors:  Emil Röhrich; Michael Thali; Wolf Schweitzer
Journal:  BMC Med Imaging       Date:  2012-11-06       Impact factor: 1.930

6.  Automatic Extraction of the Centerline of Corpus Callosum from Segmented Mid-Sagittal MR Images.

Authors:  Wenpeng Gao; Xiaoguang Chen; Yili Fu; Minwei Zhu
Journal:  Comput Math Methods Med       Date:  2018-07-04       Impact factor: 2.238

7.  Novel Subtypes of Pulmonary Emphysema Based on Spatially-Informed Lung Texture Learning: The Multi-Ethnic Study of Atherosclerosis (MESA) COPD Study.

Authors:  Jie Yang; Elsa D Angelini; Pallavi P Balte; Eric A Hoffman; John H M Austin; Benjamin M Smith; R Graham Barr; Andrew F Laine
Journal:  IEEE Trans Med Imaging       Date:  2021-11-30       Impact factor: 10.048

  7 in total

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