Literature DB >> 19834227

Scalable and interactive segmentation and visualization of neural processes in EM datasets.

Won-Ki Jeong1, Johanna Beyer, Markus Hadwiger, Amelio Vazquez, Hanspeter Pfister, Ross T Whitaker.   

Abstract

Recent advances in scanning technology provide high resolution EM (Electron Microscopy) datasets that allow neuro-scientists to reconstruct complex neural connections in a nervous system. However, due to the enormous size and complexity of the resulting data, segmentation and visualization of neural processes in EM data is usually a difficult and very time-consuming task. In this paper, we present NeuroTrace, a novel EM volume segmentation and visualization system that consists of two parts: a semi-automatic multiphase level set segmentation with 3D tracking for reconstruction of neural processes, and a specialized volume rendering approach for visualization of EM volumes. It employs view-dependent on-demand filtering and evaluation of a local histogram edge metric, as well as on-the-fly interpolation and ray-casting of implicit surfaces for segmented neural structures. Both methods are implemented on the GPU for interactive performance. NeuroTrace is designed to be scalable to large datasets and data-parallel hardware architectures. A comparison of NeuroTrace with a commonly used manual EM segmentation tool shows that our interactive workflow is faster and easier to use for the reconstruction of complex neural processes.

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Year:  2009        PMID: 19834227      PMCID: PMC3179915          DOI: 10.1109/TVCG.2009.178

Source DB:  PubMed          Journal:  IEEE Trans Vis Comput Graph        ISSN: 1077-2626            Impact factor:   4.579


  14 in total

1.  Fast extraction of minimal paths in 3D images and applications to virtual endoscopy.

Authors:  T Deschamps; L D Cohen
Journal:  Med Image Anal       Date:  2001-12       Impact factor: 8.545

2.  Learning to detect natural image boundaries using local brightness, color, and texture cues.

Authors:  David R Martin; Charless C Fowlkes; Jitendra Malik
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2004-05       Impact factor: 6.226

3.  Reconstruct: a free editor for serial section microscopy.

Authors:  J C Fiala
Journal:  J Microsc       Date:  2005-04       Impact factor: 1.758

4.  Contour-propagation algorithms for semi-automated reconstruction of neural processes.

Authors:  Jakob H Macke; Nina Maack; Rocky Gupta; Winfried Denk; Bernhard Schölkopf; Alexander Borst
Journal:  J Neurosci Methods       Date:  2007-08-10       Impact factor: 2.390

5.  Axon tracking in serial block-face scanning electron microscopy.

Authors:  Elizabeth Jurrus; Melissa Hardy; Tolga Tasdizen; P Thomas Fletcher; Pavel Koshevoy; Chi-Bin Chien; Winfried Denk; Ross Whitaker
Journal:  Med Image Anal       Date:  2008-06-05       Impact factor: 8.545

6.  ENHANCEMENT OF CELL BOUNDARIES IN TRANSMISSION ELECTRON MICROSCOPY IMAGES.

Authors:  Tolga Tasdizen; Ross Whitaker; Robert Marc; Bryan Jones
Journal:  Proc Int Conf Image Proc       Date:  2005

7.  Visualization of cellular and microvascular relationships.

Authors:  David M Mayerich; Louise Abbott; John Keyser
Journal:  IEEE Trans Vis Comput Graph       Date:  2008 Nov-Dec       Impact factor: 4.579

8.  Texture-based transfer functions for direct volume rendering.

Authors:  Jesus J Caban; Penny Rheingans
Journal:  IEEE Trans Vis Comput Graph       Date:  2008 Nov-Dec       Impact factor: 4.579

9.  An energy-based three-dimensional segmentation approach for the quantitative interpretation of electron tomograms.

Authors:  Alberto Bartesaghi; Guillermo Sapiro; Sriram Subramaniam
Journal:  IEEE Trans Image Process       Date:  2005-09       Impact factor: 10.856

10.  Automation of 3D reconstruction of neural tissue from large volume of conventional serial section transmission electron micrographs.

Authors:  Yuriy Mishchenko
Journal:  J Neurosci Methods       Date:  2008-09-12       Impact factor: 2.390

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  15 in total

1.  A survey of GPU-based medical image computing techniques.

Authors:  Lin Shi; Wen Liu; Heye Zhang; Yongming Xie; Defeng Wang
Journal:  Quant Imaging Med Surg       Date:  2012-09

2.  ConnectomeExplorer: query-guided visual analysis of large volumetric neuroscience data.

Authors:  Johanna Beyer; Ali Al-Awami; Narayanan Kasthuri; Jeff W Lichtman; Hanspeter Pfister; Markus Hadwiger
Journal:  IEEE Trans Vis Comput Graph       Date:  2013-12       Impact factor: 4.579

3.  Ssecrett and NeuroTrace: interactive visualization and analysis tools for large-scale neuroscience data sets.

Authors:  Wan-Ki Jeong; Johanna Beyer; Markus Hadwiger; Rusty Blue; Charles Law; Amelio Vazquez-Reina; R Clay Reid; Jeff Lichtman; Hanspeter Pfister
Journal:  IEEE Comput Graph Appl       Date:  2010 May-Jun       Impact factor: 2.088

4.  Semi-automated neuron boundary detection and nonbranching process segmentation in electron microscopy images.

Authors:  Elizabeth Jurrus; Shigeki Watanabe; Richard J Giuly; Antonio R C Paiva; Mark H Ellisman; Erik M Jorgensen; Tolga Tasdizen
Journal:  Neuroinformatics       Date:  2013-01

5.  Efficient semi-automatic 3D segmentation for neuron tracing in electron microscopy images.

Authors:  Cory Jones; Ting Liu; Nathaniel Wood Cohan; Mark Ellisman; Tolga Tasdizen
Journal:  J Neurosci Methods       Date:  2015-03-10       Impact factor: 2.390

6.  Exploring the connectome: petascale volume visualization of microscopy data streams.

Authors:  Johanna Beyer; Markus Hadwiger; Ali Al-Awami; Won-Ki Jeong; Narayanan Kasthuri; Jeff W Lichtman; Hanspeter Pfister
Journal:  IEEE Comput Graph Appl       Date:  2013 Jul-Aug       Impact factor: 2.088

7.  Interactive Extraction of Neural Structures with User-Guided Morphological Diffusion.

Authors:  Yong Wan; Hideo Otsuna; Chi-Bin Chien; Charles Hansen
Journal:  Proc IEEE Symp Biol Data Vis       Date:  2012

8.  A modular hierarchical approach to 3D electron microscopy image segmentation.

Authors:  Ting Liu; Cory Jones; Mojtaba Seyedhosseini; Tolga Tasdizen
Journal:  J Neurosci Methods       Date:  2014-01-31       Impact factor: 2.390

9.  Robust Tracing and Visualization of Heterogeneous Microvascular Networks.

Authors:  Pavel A Govyadinov; Tasha Womack; Jason L Eriksen; Guoning Chen; David Mayerich
Journal:  IEEE Trans Vis Comput Graph       Date:  2018-03-27       Impact factor: 4.579

Review 10.  Machines that learn to segment images: a crucial technology for connectomics.

Authors:  Viren Jain; H Sebastian Seung; Srinivas C Turaga
Journal:  Curr Opin Neurobiol       Date:  2010-10       Impact factor: 6.627

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