Literature DB >> 23285575

Hierarchical partial matching and segmentation of interacting cells.

Zheng Wu1, Danna Gurari, Joyce Y Wong, Margrit Betke.   

Abstract

We propose a method that automatically tracks and segments living cells in phase-contrast image sequences, especially for cells that deform and interact with each other or clutter. We formulate the problem as a many-to-one elastic partial matching problem between closed curves. We introduce Double Cyclic Dynamic Time Warping for the scenario where a collision event yields a single boundary that encloses multiple touching cells and that needs to be cut into separate cell boundaries. The resulting individual boundaries may consist of segments to be connected to produce closed curves that match well with the individual cell boundaries before the collision event. We show how to convert this partial-curve matching problem into a shortest path problem that we then solve efficiently by reusing the computed shortest path tree. We also use our shortest path algorithm to fill the gaps between the segments of the target curves. Quantitative results demonstrate the benefit of our method by showing maintained accurate recognition of individual cell boundaries across 8068 images containing multiple cell interactions.

Mesh:

Year:  2012        PMID: 23285575     DOI: 10.1007/978-3-642-33415-3_48

Source DB:  PubMed          Journal:  Med Image Comput Comput Assist Interv


  4 in total

1.  Robust selection-based sparse shape model for lung cancer image segmentation.

Authors:  Fuyong Xing; Lin Yang
Journal:  Med Image Comput Comput Assist Interv       Date:  2013

2.  Automatic Myonuclear Detection in Isolated Single Muscle Fibers Using Robust Ellipse Fitting and Sparse Representation.

Authors:  Hai Su; Fuyong Xing; Jonah D Lee; Charlotte A Peterson; Lin Yang
Journal:  IEEE/ACM Trans Comput Biol Bioinform       Date:  2014 Jul-Aug       Impact factor: 3.710

Review 3.  Robust Nucleus/Cell Detection and Segmentation in Digital Pathology and Microscopy Images: A Comprehensive Review.

Authors:  Fuyong Xing; Lin Yang
Journal:  IEEE Rev Biomed Eng       Date:  2016-01-06

4.  High-throughput histopathological image analysis via robust cell segmentation and hashing.

Authors:  Xiaofan Zhang; Fuyong Xing; Hai Su; Lin Yang; Shaoting Zhang
Journal:  Med Image Anal       Date:  2015-11-09       Impact factor: 8.545

  4 in total

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