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Geometrically Induced Force Interaction for Three-Dimensional Deformable Models

Si Yong Yeo, Xianghua Xie Orcid Logo, I Sazonov, P Nithiarasu, Perumal Nithiarasu Orcid Logo, Igor Sazonov Orcid Logo

IEEE Transactions on Image Processing, Volume: 20, Issue: 5, Pages: 1373 - 1387

Swansea University Authors: Xianghua Xie Orcid Logo, Perumal Nithiarasu Orcid Logo, Igor Sazonov Orcid Logo

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Abstract

This work introduces a novel 3D deformable model that is based on a geometrically induced external force field, which can be conveniently generalised to arbitrary dimensions. This external force field is based on hypothesised interactions between the relative geometries of the deformable model and t...

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Published in: IEEE Transactions on Image Processing
ISSN: 1057-7149 1941-0042
Published: USA IEEE Computer Society 2010
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URI: https://cronfa.swan.ac.uk/Record/cronfa5306
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spelling 2019-06-14T15:45:23.5801041 v2 5306 2012-02-23 Geometrically Induced Force Interaction for Three-Dimensional Deformable Models b334d40963c7a2f435f06d2c26c74e11 0000-0002-2701-8660 Xianghua Xie Xianghua Xie true false 3b28bf59358fc2b9bd9a46897dbfc92d 0000-0002-4901-2980 Perumal Nithiarasu Perumal Nithiarasu true false 05a507952e26462561085fb6f62c8897 0000-0001-6685-2351 Igor Sazonov Igor Sazonov true false 2012-02-23 SCS This work introduces a novel 3D deformable model that is based on a geometrically induced external force field, which can be conveniently generalised to arbitrary dimensions. This external force field is based on hypothesised interactions between the relative geometries of the deformable model and the object boundary. The relative geometrical configurations contribute to a dynamic vector force field that changes accordingly as the deformable model evolves. In addition, we show that by enhancing the geometrical interaction field with a nonlocal edge preserving algorithm, the new model can effectively overcome image noise. We provide a comprehensive comparative study and show that the proposed method achieves significant improvements against existing techniques. Journal Article IEEE Transactions on Image Processing 20 5 1373 1387 IEEE Computer Society USA 1057-7149 1941-0042 3D Deformable Model, Geometrical Potential, Volumetric Data Segmentation 15 11 2010 2010-11-15 10.1109/TIP.2010.2092434 http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5635339&amp;tag=1 COLLEGE NANME Computer Science COLLEGE CODE SCS Swansea University 2019-06-14T15:45:23.5801041 2012-02-23T17:02:16.0000000 College of Science Computer Science Si Yong Yeo 1 Xianghua Xie 0000-0002-2701-8660 2 I Sazonov 3 P Nithiarasu 4 Perumal Nithiarasu 0000-0002-4901-2980 5 Igor Sazonov 0000-0001-6685-2351 6
title Geometrically Induced Force Interaction for Three-Dimensional Deformable Models
spellingShingle Geometrically Induced Force Interaction for Three-Dimensional Deformable Models
Xianghua Xie
Perumal Nithiarasu
Igor Sazonov
title_short Geometrically Induced Force Interaction for Three-Dimensional Deformable Models
title_full Geometrically Induced Force Interaction for Three-Dimensional Deformable Models
title_fullStr Geometrically Induced Force Interaction for Three-Dimensional Deformable Models
title_full_unstemmed Geometrically Induced Force Interaction for Three-Dimensional Deformable Models
title_sort Geometrically Induced Force Interaction for Three-Dimensional Deformable Models
author_id_str_mv b334d40963c7a2f435f06d2c26c74e11
3b28bf59358fc2b9bd9a46897dbfc92d
05a507952e26462561085fb6f62c8897
author_id_fullname_str_mv b334d40963c7a2f435f06d2c26c74e11_***_Xianghua Xie
3b28bf59358fc2b9bd9a46897dbfc92d_***_Perumal Nithiarasu
05a507952e26462561085fb6f62c8897_***_Igor Sazonov
author Xianghua Xie
Perumal Nithiarasu
Igor Sazonov
author2 Si Yong Yeo
Xianghua Xie
I Sazonov
P Nithiarasu
Perumal Nithiarasu
Igor Sazonov
format Journal article
container_title IEEE Transactions on Image Processing
container_volume 20
container_issue 5
container_start_page 1373
publishDate 2010
institution Swansea University
issn 1057-7149
1941-0042
doi_str_mv 10.1109/TIP.2010.2092434
publisher IEEE Computer Society
college_str College of Science
hierarchytype
hierarchy_top_id collegeofscience
hierarchy_top_title College of Science
hierarchy_parent_id collegeofscience
hierarchy_parent_title College of Science
department_str Computer Science{{{_:::_}}}College of Science{{{_:::_}}}Computer Science
url http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5635339&amp;tag=1
document_store_str 0
active_str 0
description This work introduces a novel 3D deformable model that is based on a geometrically induced external force field, which can be conveniently generalised to arbitrary dimensions. This external force field is based on hypothesised interactions between the relative geometries of the deformable model and the object boundary. The relative geometrical configurations contribute to a dynamic vector force field that changes accordingly as the deformable model evolves. In addition, we show that by enhancing the geometrical interaction field with a nonlocal edge preserving algorithm, the new model can effectively overcome image noise. We provide a comprehensive comparative study and show that the proposed method achieves significant improvements against existing techniques.
published_date 2010-11-15T03:15:12Z
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score 10.878606