Three dimensional reconstruction of human heart surface from single image- view under different illumination conditions

The 3D reconstruction from a single-view image is a longstanding issue in computer vision literature, especially in the medical field. Traditional medical imaging techniques that provide information about the heart and which are used to reconstruct the heart model, include Magnetic Resonance Imaging...

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Main Authors: Al-Surmi, Aqeel Abdullah Ahmed, O. K. Rahmat, Rahmita Wirza, Dimon, Mohd Zamrin, Mahmod, Ramlan, Khalid, Fatimah
Format: Article
Language:English
Published: Science Publications 2013
Online Access:http://psasir.upm.edu.my/id/eprint/30679/1/ajassp.2013.669.680.pdf
http://psasir.upm.edu.my/id/eprint/30679/
http://thescipub.com/abstract/10.3844/ajassp.2013.669.680
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spelling my.upm.eprints.306792017-11-22T09:40:10Z http://psasir.upm.edu.my/id/eprint/30679/ Three dimensional reconstruction of human heart surface from single image- view under different illumination conditions Al-Surmi, Aqeel Abdullah Ahmed O. K. Rahmat, Rahmita Wirza Dimon, Mohd Zamrin Mahmod, Ramlan Khalid, Fatimah The 3D reconstruction from a single-view image is a longstanding issue in computer vision literature, especially in the medical field. Traditional medical imaging techniques that provide information about the heart and which are used to reconstruct the heart model, include Magnetic Resonance Imaging (MRI) and Computed Tomography (CT) images. However, in some cases, they are not available and the applications that use these techniques to model the human heart only produce acceptable results after a long process, which involves acquiring the input data, as well as the segmentation process, the matching process, effort and cost. Therefore, it would be useful to be able to use a 2D single image to reconstruct the 3D heart surface model. We introduce an image-based human heart surface reconstruction from a single image as input. To model the surface of the heart, the proposed method, first, detects and corrects the specular reflection from the heart's surface, which causes deformation of the surface in the R3. Second, it extrudes the three axes for each image pixel (e.g., x, y and z axes) from the input image, in which the z-axis is calculated using the intensity value. Finally, a 3D reconstruction of the heart surface is created to help the novice cardiac surgeon to reduce the period of time in learning cardiac surgery and to enhance their perception of the operating theatre. The experimental results for images of the heart show the efficiency of the proposed method compared to the existing methods. Science Publications 2013-07-10 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/30679/1/ajassp.2013.669.680.pdf Al-Surmi, Aqeel Abdullah Ahmed and O. K. Rahmat, Rahmita Wirza and Dimon, Mohd Zamrin and Mahmod, Ramlan and Khalid, Fatimah (2013) Three dimensional reconstruction of human heart surface from single image- view under different illumination conditions. American Journal of Applied Sciences, 10 (7). pp. 669-680. ISSN 1546-9239; ESSN: 1554-3641 http://thescipub.com/abstract/10.3844/ajassp.2013.669.680 10.3844/ajassp.2013.669.680
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description The 3D reconstruction from a single-view image is a longstanding issue in computer vision literature, especially in the medical field. Traditional medical imaging techniques that provide information about the heart and which are used to reconstruct the heart model, include Magnetic Resonance Imaging (MRI) and Computed Tomography (CT) images. However, in some cases, they are not available and the applications that use these techniques to model the human heart only produce acceptable results after a long process, which involves acquiring the input data, as well as the segmentation process, the matching process, effort and cost. Therefore, it would be useful to be able to use a 2D single image to reconstruct the 3D heart surface model. We introduce an image-based human heart surface reconstruction from a single image as input. To model the surface of the heart, the proposed method, first, detects and corrects the specular reflection from the heart's surface, which causes deformation of the surface in the R3. Second, it extrudes the three axes for each image pixel (e.g., x, y and z axes) from the input image, in which the z-axis is calculated using the intensity value. Finally, a 3D reconstruction of the heart surface is created to help the novice cardiac surgeon to reduce the period of time in learning cardiac surgery and to enhance their perception of the operating theatre. The experimental results for images of the heart show the efficiency of the proposed method compared to the existing methods.
format Article
author Al-Surmi, Aqeel Abdullah Ahmed
O. K. Rahmat, Rahmita Wirza
Dimon, Mohd Zamrin
Mahmod, Ramlan
Khalid, Fatimah
spellingShingle Al-Surmi, Aqeel Abdullah Ahmed
O. K. Rahmat, Rahmita Wirza
Dimon, Mohd Zamrin
Mahmod, Ramlan
Khalid, Fatimah
Three dimensional reconstruction of human heart surface from single image- view under different illumination conditions
author_facet Al-Surmi, Aqeel Abdullah Ahmed
O. K. Rahmat, Rahmita Wirza
Dimon, Mohd Zamrin
Mahmod, Ramlan
Khalid, Fatimah
author_sort Al-Surmi, Aqeel Abdullah Ahmed
title Three dimensional reconstruction of human heart surface from single image- view under different illumination conditions
title_short Three dimensional reconstruction of human heart surface from single image- view under different illumination conditions
title_full Three dimensional reconstruction of human heart surface from single image- view under different illumination conditions
title_fullStr Three dimensional reconstruction of human heart surface from single image- view under different illumination conditions
title_full_unstemmed Three dimensional reconstruction of human heart surface from single image- view under different illumination conditions
title_sort three dimensional reconstruction of human heart surface from single image- view under different illumination conditions
publisher Science Publications
publishDate 2013
url http://psasir.upm.edu.my/id/eprint/30679/1/ajassp.2013.669.680.pdf
http://psasir.upm.edu.my/id/eprint/30679/
http://thescipub.com/abstract/10.3844/ajassp.2013.669.680
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score 13.160551