Literature DB >> 26092661

Coupling strategies for multi-resolution deformable meshes: expanding the pyramid approach beyond its one-way nature.

Matthias Becker1, Niels Nijdam2, Nadia Magnenat-Thalmann2.   

Abstract

PURPOSE: With higher resolutions, medical image processing operations like segmentation take more time to calculate per step. The pyramid technique is a common approach to solving this problem. Starting with a low resolution, a stepwise refinement is applied until the original resolution is reached.
METHODS: Our work proposes a method for deformable model segmentation that generally utilizes the common pyramid technique with our improvement, to calculate and keep synchronized all mesh resolution levels in parallel. The models are coupled to propagate their changes. It presents coupling techniques and shows approaches for synchronization. The interaction with the models is realized using springs and volcanoes, and it is evaluated for the semantics of the operation to share them across the different levels.
RESULTS: The locking overhead has been evaluated for different synchronization techniques with meshes of individual resolutions. The partial update strategy has been found to have the least locking overhead.
CONCLUSION: Running multiple models with individual resolutions in parallel is feasible. The synchronization approach has to be chosen carefully, so that an interactive modification of the segmentation remains possible. The proposed technique is aimed at making medical image segmentation more usable while delivering high performance.

Keywords:  Deformable models; Mesh coupling; Multi-resolution; Synchronization

Mesh:

Year:  2015        PMID: 26092661     DOI: 10.1007/s11548-015-1241-y

Source DB:  PubMed          Journal:  Int J Comput Assist Radiol Surg        ISSN: 1861-6410            Impact factor:   2.924


  8 in total

1.  Model extraction from magnetic resonance volume data using the deformable pyramid.

Authors:  J Lötjönen; P J Reissman; I E Magnin; T Katila
Journal:  Med Image Anal       Date:  1999-12       Impact factor: 8.545

2.  On the design of active contours for medical image segmentation. A Scheme for Classification and construction.

Authors:  T M Lehmann; J Bredno; K Spitzer
Journal:  Methods Inf Med       Date:  2003       Impact factor: 2.176

3.  Engineering and algorithm design for an image processing Api: a technical report on ITK--the Insight Toolkit.

Authors:  Terry S Yoo; Michael J Ackerman; William E Lorensen; Will Schroeder; Vikram Chalana; Stephen Aylward; Dimitris Metaxas; Ross Whitaker
Journal:  Stud Health Technol Inform       Date:  2002

4.  3-D active meshes: fast discrete deformable models for cell tracking in 3-D time-lapse microscopy.

Authors:  Alexandre Dufour; Roman Thibeaux; Elisabeth Labruyère; Nancy Guillén; Jean-Christophe Olivo-Marin
Journal:  IEEE Trans Image Process       Date:  2010-12-30       Impact factor: 10.856

5.  Probabilistic multi-shape representation using an isometric log-ratio mapping.

Authors:  Neda Changizi; Ghassan Hamarneh
Journal:  Med Image Comput Comput Assist Interv       Date:  2010

Review 6.  Real-time deformable models for surgery simulation: a survey.

Authors:  U Meier; O López; C Monserrat; M C Juan; M Alcañiz
Journal:  Comput Methods Programs Biomed       Date:  2005-03       Impact factor: 5.428

7.  A nonparametric method for automatic correction of intensity nonuniformity in MRI data.

Authors:  J G Sled; A P Zijdenbos; A C Evans
Journal:  IEEE Trans Med Imaging       Date:  1998-02       Impact factor: 10.048

8.  A Multiple Object Geometric Deformable Model for Image Segmentation.

Authors:  John A Bogovic; Jerry L Prince; Pierre-Louis Bazin
Journal:  Comput Vis Image Underst       Date:  2013-02-01       Impact factor: 3.876

  8 in total

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