Literature DB >> 22255637

Biomedical image segmentation via constrained graph cuts and pre-segmentation.

Zeyun Yu1, Ming Xu, Zhanheng Gao.   

Abstract

In this paper we present a high-fidelity method for 2D and 3D image boundary segmentation. The algorithm is a novel combination of graph-cuts and initial image segmentation. The pre-segmentation using anisotropic vector diffusion and the fast marching method is employed so that the size of the graph being considered is significantly reduced. To further improve the segmentation accuracy, some user guidance is taken into account in finding the minimal graph cut. To this end, a user-friendly graphical user interface (GUI) is developed not only for visualization purposes but for user input and editing as well. The approaches and tools developed are validated on a number of 2D/3D biomedical imaging data, showing the high efficiency and effectiveness of our method.

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Year:  2011        PMID: 22255637      PMCID: PMC3281493          DOI: 10.1109/IEMBS.2011.6091383

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


  7 in total

1.  An improved algorithm for anisotropic nonlinear diffusion for denoising cryo-tomograms.

Authors:  José Jesús Fernández; Sam Li
Journal:  J Struct Biol       Date:  2003 Oct-Nov       Impact factor: 2.867

2.  A novel three-dimensional variant of the watershed transform for segmentation of electron density maps.

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Journal:  J Struct Biol       Date:  2002 Apr-May       Impact factor: 2.867

3.  Identification of macromolecular complexes in cryoelectron tomograms of phantom cells.

Authors:  Achilleas S Frangakis; Jochen Böhm; Friedrich Förster; Stephan Nickell; Daniela Nicastro; Dieter Typke; Reiner Hegerl; Wolfgang Baumeister
Journal:  Proc Natl Acad Sci U S A       Date:  2002-10-21       Impact factor: 11.205

4.  Automatic ultrastructure segmentation of reconstructed cryoEM maps of icosahedral viruses.

Authors:  Zeyun Yu; Chandrajit Bajaj
Journal:  IEEE Trans Image Process       Date:  2005-09       Impact factor: 10.856

5.  Quality Mesh Smoothing via Local Surface Fitting and Optimum Projection.

Authors:  Jun Wang; Zeyun Yu
Journal:  Graph Models       Date:  2011-07-01       Impact factor: 1.169

6.  Sterecon--three-dimensional reconstructions from stereoscopic contouring.

Authors:  M Marko; A Leith
Journal:  J Struct Biol       Date:  1996 Jan-Feb       Impact factor: 2.867

7.  Tinkerbell--a tool for interactive segmentation of 3D data.

Authors:  Y Li; A Leith; J Frank
Journal:  J Struct Biol       Date:  1997-12       Impact factor: 2.867

  7 in total

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