Literature DB >> 18195436

Finsler active contours.

John Melonakos1, Eric Pichon, Sigurd Angenent, Allen Tannenbaum.   

Abstract

In this paper, we propose an image segmentation technique based on augmenting the conformal (or geodesic) active contour framework with directional information. In the isotropic case, the Euclidean metric is locally multiplied by a scalar conformal factor based on image information such that the weighted length of curves lying on points of interest (typically edges) is small. The conformal factor which is chosen depends only upon position and is in this sense isotropic. While directional information has been studied previously for other segmentation frameworks, here we show that if one desires to add directionality in the conformal active contour framework, then one gets a well-defined minimization problem in the case that the factor defines a Finsler metric. Optimal curves may be obtained using the calculus of variations or dynamic programming based schemes. Finally we demonstrate the technique by extracting roads from aerial imagery, blood vessels from medical angiograms, and neural tracts from diffusion-weighted magnetic resonance imagery.

Mesh:

Year:  2008        PMID: 18195436      PMCID: PMC2796633          DOI: 10.1109/TPAMI.2007.70713

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


  5 in total

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2.  A Hamilton-Jacobi-Bellman approach to high angular resolution diffusion tractography.

Authors:  Eric Pichon; Carl-Fredrik Westin; Allen R Tannenbaum
Journal:  Med Image Comput Comput Assist Interv       Date:  2005

3.  Three-dimensional tracking of axonal projections in the brain by magnetic resonance imaging.

Authors:  S Mori; B J Crain; V P Chacko; P C van Zijl
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4.  MR diffusion tensor spectroscopy and imaging.

Authors:  P J Basser; J Mattiello; D LeBihan
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5.  Tracking neuronal fiber pathways in the living human brain.

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Journal:  Proc Natl Acad Sci U S A       Date:  1999-08-31       Impact factor: 11.205

  5 in total
  11 in total

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2.  Finsler tractography for white matter connectivity analysis of the cingulum bundle.

Authors:  John Melonakos; Vandana Mohan; Marc Niethammer; Kate Smith; Marek Kubicki; Allen Tannenbaum
Journal:  Med Image Comput Comput Assist Interv       Date:  2007

3.  Extracting tractosemas from a displacement probability field for tractography in DW-MRI.

Authors:  Angelos Barmpoutis; Baba C Vemuri; Dena Howland; John R Forder
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4.  Locally-Constrained Region-Based Methods for DW-MRI Segmentation.

Authors:  John Melonakos; Marc Niethammer; Vandana Mohan; Marek Kubicki; James V Miller; Allen Tannenbaum
Journal:  Proc IEEE Int Conf Comput Vis       Date:  2007

5.  Globally Optimal Finsler Active Contours.

Authors:  Christopher Zach; Liang Shan; Marc Niethammer
Journal:  Pattern Recognit DAGM       Date:  2009

6.  Localized Statistics for DW-MRI Fiber Bundle Segmentation.

Authors:  Shawn Lankton; John Melonakos; James Malcolm; Samuel Dambreville; Allen Tannenbaum
Journal:  Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit       Date:  2008

7.  A coupled global registration and segmentation framework with application to magnetic resonance prostate imagery.

Authors:  Yi Gao; Romeil Sandhu; Gabor Fichtinger; Allen Robert Tannenbaum
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8.  3D actin network centerline extraction with multiple active contours.

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9.  Tubular surface segmentation for extracting anatomical structures from medical imagery.

Authors:  Vandana Mohan; Ganesh Sundaramoorthi; Allen Tannenbaum
Journal:  IEEE Trans Med Imaging       Date:  2010-12       Impact factor: 10.048

10.  Robust tract skeleton extraction of cingulum based on active contour model from diffusion tensor MR imaging.

Authors:  Wu Li; Xiaoping Hu
Journal:  PLoS One       Date:  2013-02-26       Impact factor: 3.240

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