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Snakes with Coordinate Regeneration Technique: An Application to Retinal Disc Boundary Detection
A modified snake method based on the novel idea of coordinate regeneration is presented and is tested on an object with complex concavities and on retinal images for locating the boundaries of optic discs, where the conventional snake methods fail. We have demonstrated that the use of conventional s...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4782713/ https://www.ncbi.nlm.nih.gov/pubmed/27006924 http://dx.doi.org/10.1155/2013/852613 |
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author | Mudassar, Asloob Ahmad Butt, Saira |
author_facet | Mudassar, Asloob Ahmad Butt, Saira |
author_sort | Mudassar, Asloob Ahmad |
collection | PubMed |
description | A modified snake method based on the novel idea of coordinate regeneration is presented and is tested on an object with complex concavities and on retinal images for locating the boundaries of optic discs, where the conventional snake methods fail. We have demonstrated that the use of conventional snake method with our proposed coordinate regeneration technique gives ultimate solution for finding the boundaries of complex objects. The proposed method requires a Gaussian blur of the object with a large kernel so that the snake can be initialised away from the object boundaries. In the second and third steps the blurring kernel size is reduced so that exact boundaries can be located. Coordinate regeneration is applied at each step which ultimately converges the snake (active contour) to exact boundaries. For complex objects like optic discs in retinal images, vessels act as snake distracters and some preimage processing is required before the proposed technique is applied. We are demonstrating this technique to find the boundary of optic discs in retinal images. In principle, this technique can be extended to find the boundary of any object in other modalities of medical imaging. Simulation results are presented to support the idea. |
format | Online Article Text |
id | pubmed-4782713 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-47827132016-03-22 Snakes with Coordinate Regeneration Technique: An Application to Retinal Disc Boundary Detection Mudassar, Asloob Ahmad Butt, Saira J Med Eng Research Article A modified snake method based on the novel idea of coordinate regeneration is presented and is tested on an object with complex concavities and on retinal images for locating the boundaries of optic discs, where the conventional snake methods fail. We have demonstrated that the use of conventional snake method with our proposed coordinate regeneration technique gives ultimate solution for finding the boundaries of complex objects. The proposed method requires a Gaussian blur of the object with a large kernel so that the snake can be initialised away from the object boundaries. In the second and third steps the blurring kernel size is reduced so that exact boundaries can be located. Coordinate regeneration is applied at each step which ultimately converges the snake (active contour) to exact boundaries. For complex objects like optic discs in retinal images, vessels act as snake distracters and some preimage processing is required before the proposed technique is applied. We are demonstrating this technique to find the boundary of optic discs in retinal images. In principle, this technique can be extended to find the boundary of any object in other modalities of medical imaging. Simulation results are presented to support the idea. Hindawi Publishing Corporation 2013 2013-10-05 /pmc/articles/PMC4782713/ /pubmed/27006924 http://dx.doi.org/10.1155/2013/852613 Text en Copyright © 2013 A. A. Mudassar and S. Butt. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Mudassar, Asloob Ahmad Butt, Saira Snakes with Coordinate Regeneration Technique: An Application to Retinal Disc Boundary Detection |
title | Snakes with Coordinate Regeneration Technique: An Application to Retinal Disc Boundary Detection |
title_full | Snakes with Coordinate Regeneration Technique: An Application to Retinal Disc Boundary Detection |
title_fullStr | Snakes with Coordinate Regeneration Technique: An Application to Retinal Disc Boundary Detection |
title_full_unstemmed | Snakes with Coordinate Regeneration Technique: An Application to Retinal Disc Boundary Detection |
title_short | Snakes with Coordinate Regeneration Technique: An Application to Retinal Disc Boundary Detection |
title_sort | snakes with coordinate regeneration technique: an application to retinal disc boundary detection |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4782713/ https://www.ncbi.nlm.nih.gov/pubmed/27006924 http://dx.doi.org/10.1155/2013/852613 |
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