Literature DB >> 18003382

3D multi-object segmentation of cardiac MSCT imaging by using a multi-agent approach.

Julien Fleureau1, Mireille Garreau, Dominique Boulmier, Alfredo Hernández.   

Abstract

We propose a new technique for general purpose, semi-interactive and multi-object segmentation in N-dimensional images, applied to the extraction of cardiac structures in MultiSlice Computed Tomography (MSCT) imaging. The proposed approach makes use of a multi-agent scheme combined with a supervised classification methodology allowing the introduction of a priori information and presenting fast computing times. The multi-agent system is organised around a communicating agent which manages a population of situated agents which segment the image through cooperative and competitive interactions. The proposed technique has been tested on several patient data sets. Some typical results are finally presented and discussed.

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Year:  2007        PMID: 18003382      PMCID: PMC2117716          DOI: 10.1109/IEMBS.2007.4353716

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  6 in total

Review 1.  Three-dimensional modeling for functional analysis of cardiac images: a review.

Authors:  A F Frangi; W J Niessen; M A Viergever
Journal:  IEEE Trans Med Imaging       Date:  2001-01       Impact factor: 10.048

2.  Deformable biomechanical models: application to 4D cardiac image analysis.

Authors:  M Sermesant; C Forest; X Pennec; H Delingette; N Ayache
Journal:  Med Image Anal       Date:  2003-12       Impact factor: 8.545

3.  Automated segmentation of human brain MR images using a multi-agent approach.

Authors:  Nathalie Richard; Michel Dojat; Catherine Garbay
Journal:  Artif Intell Med       Date:  2004-02       Impact factor: 5.326

4.  Segmentation of 4D cardiac MR images using a probabilistic atlas and the EM algorithm.

Authors:  Maria Lorenzo-Valdés; Gerardo I Sanchez-Ortiz; Andrew G Elkington; Raad H Mohiaddin; Daniel Rueckert
Journal:  Med Image Anal       Date:  2004-09       Impact factor: 8.545

5.  An experimental comparison of min-cut/max-flow algorithms for energy minimization in vision.

Authors:  Yuri Boykov; Vladimir Kolmogorov
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2004-09       Impact factor: 6.226

Review 6.  Deformable models in medical image analysis: a survey.

Authors:  T McInerney; D Terzopoulos
Journal:  Med Image Anal       Date:  1996-06       Impact factor: 8.545

  6 in total
  1 in total

1.  Similarity enhancement for automatic segmentation of cardiac structures in computed tomography volumes.

Authors:  Miguel Vera; Antonio Bravo; Mireille Garreau; Rubén Medina
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2011
  1 in total

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