Literature DB >> 25621320

A New Approach of Arc Skeletonization for Tree-Like Objects Using Minimum Cost Path.

Dakai Jin1, Krishna S Iyer2, Eric A Hoffman, Punam K Saha.   

Abstract

Traditional arc skeletonization algorithms using the principle of Blum's transform, often, produce unwanted spurious branches due to boundary irregularities and digital effects on objects and other artifacts. This paper presents a new robust approach of extracting arc skeletons for three-dimensional (3-D) elongated fuzzy objects, which avoids spurious branches without requiring post-pruning. Starting from a root voxel, the method iteratively expands the skeleton by adding a new branch in each iteration that connects the farthest voxel to the current skeleton using a minimum-cost geodesic path. The path-cost function is formulated using a novel measure of local significance factor defined by fuzzy distance transform field, which forces the path to stick to the centerline of the object. The algorithm terminates when dilated skeletal branches fill the entire object volume or the current farthest voxel fails to generate a meaningful branch. Accuracy of the algorithm has been evaluated using computer-generated blurred and noisy phantoms with known skeletons. Performance of the method in terms of false and missing skeletal branches, as defined by human expert, has been examined using in vivo CT imaging of human intrathoracic airways. Experimental results from both experiments have established the superiority of the new method as compared to a widely used conventional method in terms of accuracy of medialness as well as robustness of true and false skeletal branches.

Entities:  

Keywords:  Arc skeletonization; airway tree; distance transform; geodesic distance; minimum cost path

Year:  2014        PMID: 25621320      PMCID: PMC4303904          DOI: 10.1109/ICPR.2014.172

Source DB:  PubMed          Journal:  Proc IAPR Int Conf Pattern Recogn


  11 in total

1.  Evaluation of center-line extraction algorithms in quantitative coronary angiography.

Authors:  H Greenspan; M Laifenfeld; S Einav; O Barnea
Journal:  IEEE Trans Med Imaging       Date:  2001-09       Impact factor: 10.048

2.  Distance-driven skeletonization in voxel images.

Authors:  Carlo Arcelli; Gabriella Sanniti di Baja; Luca Serino
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2011-04       Impact factor: 6.226

3.  A robust algorithm for thickness computation at low resolution and its application to in vivo trabecular bone CT imaging.

Authors:  Yinxiao Liu; Dakai Jin; Cheng Li; Kathleen F Janz; Trudy L Burns; James C Torner; Steven M Levy; Punam K Saha
Journal:  IEEE Trans Biomed Eng       Date:  2014-07       Impact factor: 4.538

4.  Quantitative analysis of pulmonary airway tree structures.

Authors:  Kálmán Palágyi; Juerg Tschirren; Eric A Hoffman; Milan Sonka
Journal:  Comput Biol Med       Date:  2005-08-01       Impact factor: 4.589

5.  Skeleton pruning by contour partitioning with discrete curve evolution.

Authors:  Xiang Bai; Longin Jan Latecki; Wen-Yu Liu
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2007-03       Impact factor: 6.226

6.  A width-independent fast thinning algorithm.

Authors:  C Arcelli; G S Di Baja
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  1985-04       Impact factor: 6.226

Review 7.  Digital Topology and Geometry in Medical Imaging: A Survey.

Authors:  Punam K Saha; Robin Strand; Gunilla Borgefors
Journal:  IEEE Trans Med Imaging       Date:  2015-04-14       Impact factor: 10.048

8.  Lumen centerline detection in complex coronary angiograms.

Authors:  M Sonka; M D Winniford; X Zhang; S M Collins
Journal:  IEEE Trans Biomed Eng       Date:  1994-06       Impact factor: 4.538

9.  Volumetric topological analysis: a novel approach for trabecular bone classification on the continuum between plates and rods.

Authors:  Punam K Saha; Yan Xu; Hong Duan; Anneliese Heiner; Guoyuan Liang
Journal:  IEEE Trans Med Imaging       Date:  2010-06-17       Impact factor: 10.048

10.  Measurement of trabecular bone thickness in the limited resolution regime of in vivo MRI by fuzzy distance transform.

Authors:  Punam K Saha; Felix W Wehrli
Journal:  IEEE Trans Med Imaging       Date:  2004-01       Impact factor: 10.048

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  1 in total

1.  A Robust and Efficient Curve Skeletonization Algorithm for Tree-Like Objects Using Minimum Cost Paths.

Authors:  Dakai Jin; Krishna S Iyer; Cheng Chen; Eric A Hoffman; Punam K Saha
Journal:  Pattern Recognit Lett       Date:  2015-04-15       Impact factor: 3.756

  1 in total

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