Literature DB >> 25143801

Semi-Automatic Neuron Segmentation in Electron Microscopy Images Via Sparse Labeling.

Cory Jones1, Ting Liu1, Mark Ellisman2, Tolga Tasdizen1.   

Abstract

We introduce a novel method for utilizing user input to sparsely label membranes in electron microscopy images. Using gridlines as guides, the user marks where the guides cross the membrane to generate a sparsely labeled image. We use a best path algorithm to connect each of the sparse membrane labels. The resulting segmentation has a significantly better Rand error than automatic methods while requiring as little as 2% of the image to be labeled.

Entities:  

Keywords:  biological segmentation; connectomics; electron microscopy; semi-automatic segmentation

Year:  2013        PMID: 25143801      PMCID: PMC4136520          DOI: 10.1109/ISBI.2013.6556771

Source DB:  PubMed          Journal:  Proc IEEE Int Symp Biomed Imaging        ISSN: 1945-7928


  4 in total

1.  Detection of neuron membranes in electron microscopy images using multi-scale context and radon-like features.

Authors:  Mojtaba Seyedhosseini; Ritwik Kumar; Elizabeth Jurrus; Rick Giuly; Mark Ellisman; Hanspeter Pfister; Tolga Tasdizen
Journal:  Med Image Comput Comput Assist Interv       Date:  2011

2.  High-accuracy neurite reconstruction for high-throughput neuroanatomy.

Authors:  Moritz Helmstaedter; Kevin L Briggman; Winfried Denk
Journal:  Nat Neurosci       Date:  2011-07-10       Impact factor: 24.884

3.  Watershed Merge Tree Classification for Electron Microscopy Image Segmentation.

Authors:  Ting Liu; Elizabeth Jurrus; Mojtaba Seyedhosseini; Mark Ellisman; Tolga Tasdizen
Journal:  Proc IAPR Int Conf Pattern Recogn       Date:  2012-11

4.  An integrated micro- and macroarchitectural analysis of the Drosophila brain by computer-assisted serial section electron microscopy.

Authors:  Albert Cardona; Stephan Saalfeld; Stephan Preibisch; Benjamin Schmid; Anchi Cheng; Jim Pulokas; Pavel Tomancak; Volker Hartenstein
Journal:  PLoS Biol       Date:  2010-10-05       Impact factor: 8.029

  4 in total

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