Literature DB >> 22156978

Tracking monotonically advancing boundaries in image sequences using graph cuts and recursive kernel shape priors.

Joshua C Chang1, K C Brennan, Tom Chou.   

Abstract

We introduce a probabilistic computer vision technique to track monotonically advancing boundaries of objects within image sequences. Our method incorporates a novel technique for including statistical prior shape information into graph-cut based segmentation, with the aid of a majorization-minimization algorithm. Extension of segmentation from single images to image sequences then follows naturally using sequential Bayesian estimation. Our methodology is applied to two unrelated sets of real biomedical imaging data, and a set of synthetic images. Our results are shown to be superior to manual segmentation.

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Year:  2011        PMID: 22156978      PMCID: PMC5510452          DOI: 10.1109/TMI.2011.2178122

Source DB:  PubMed          Journal:  IEEE Trans Med Imaging        ISSN: 0278-0062            Impact factor:   10.048


  20 in total

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  2 in total

1.  Iterative graph cuts for image segmentation with a nonlinear statistical shape prior.

Authors:  Joshua C Chang; Tom Chou
Journal:  J Math Imaging Vis       Date:  2014-03-01       Impact factor: 1.627

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