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10.1109/ICPR.2010.682guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
Article

Mean Shift Gradient Vector Flow: A Robust External Force Field for 3D Active Surfaces

Published: 23 August 2010 Publication History

Abstract

Gradient vector flow snakes are a very common method in bio-medical image segmentation. The use of gradient vector flow herein brings some major advantages like a large capture range and a good adaption of the snakes in concave regions. In some cases though, the application of gradient vector flow can also have undesired effects, e.g. if only parts of an image are strongly blurred, the remaining weak gradients will be smoothed away. Also, large gradients resulting from small but bright image structures usually have strong impact on the overall result. To tackle this problem, we present an improvement of the gradient vector flow, using the mean shift procedure and show its advantages on the segmentation of 3D cell nuclei.

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  • (2013)Mean shift based gradient vector flow for image segmentationComputer Vision and Image Understanding10.1016/j.cviu.2012.11.015117:9(1004-1016)Online publication date: 1-Sep-2013

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Published In

cover image Guide Proceedings
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern Recognition
August 2010
4662 pages
ISBN:9780769541099

Publisher

IEEE Computer Society

United States

Publication History

Published: 23 August 2010

Author Tags

  1. deformable models
  2. diffusion
  3. segmentation
  4. vector fields

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Cited By

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  • (2013)Mean shift based gradient vector flow for image segmentationComputer Vision and Image Understanding10.1016/j.cviu.2012.11.015117:9(1004-1016)Online publication date: 1-Sep-2013

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