Performance evaluation system for automated lung segmentation system using HRCT thorax images

Segmentation is an important process especially in a Computer Aided Diagnosis (CADx) system. There are various methods of segmentation. A large majority of these involve a threshold based approach. For this study full HRCT Thorax scans from 10 normal patients were analysed. This study proposes a per...

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Main Authors: Ming, J. T. C., Noor, N. M., Rue, N. C., Rijal, O. M., Kassim, R. M., Yunus, A.
Format: Conference or Workshop Item
Published: Institute of Electrical and Electronics Engineers Inc. 2016
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Online Access:http://eprints.utm.my/id/eprint/73359/
https://www.scopus.com/inward/record.uri?eid=2-s2.0-84965132867&doi=10.1109%2fISSBES.2015.7435921&partnerID=40&md5=b70ef23ac74159b5a421d434329f3ce6
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Institution: Universiti Teknologi Malaysia
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spelling my.utm.733592017-11-21T03:28:06Z http://eprints.utm.my/id/eprint/73359/ Performance evaluation system for automated lung segmentation system using HRCT thorax images Ming, J. T. C. Noor, N. M. Rue, N. C. Rijal, O. M. Kassim, R. M. Yunus, A. T Technology (General) Segmentation is an important process especially in a Computer Aided Diagnosis (CADx) system. There are various methods of segmentation. A large majority of these involve a threshold based approach. For this study full HRCT Thorax scans from 10 normal patients were analysed. This study proposes a performance evaluation system for segmentation system. The performance evaluation uses five measures which are Jaccard's Index, Hausdorff Distance, Area Error, and Relative Volume Difference. A segmentation system previously developed for a limited five HRCT thorax segmentation system called ALSS was evaluated using the proposed system. The results from all performance measures showed that the segmentation system was consistent and was able to segment accurately across all the slices of the thorax. Institute of Electrical and Electronics Engineers Inc. 2016 Conference or Workshop Item PeerReviewed Ming, J. T. C. and Noor, N. M. and Rue, N. C. and Rijal, O. M. and Kassim, R. M. and Yunus, A. (2016) Performance evaluation system for automated lung segmentation system using HRCT thorax images. In: IEEE Student Symposium in Biomedical Engineering and Sciences, ISSBES 2015, 4 Nov 2015, Selangor, Malaysia. https://www.scopus.com/inward/record.uri?eid=2-s2.0-84965132867&doi=10.1109%2fISSBES.2015.7435921&partnerID=40&md5=b70ef23ac74159b5a421d434329f3ce6
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic T Technology (General)
spellingShingle T Technology (General)
Ming, J. T. C.
Noor, N. M.
Rue, N. C.
Rijal, O. M.
Kassim, R. M.
Yunus, A.
Performance evaluation system for automated lung segmentation system using HRCT thorax images
description Segmentation is an important process especially in a Computer Aided Diagnosis (CADx) system. There are various methods of segmentation. A large majority of these involve a threshold based approach. For this study full HRCT Thorax scans from 10 normal patients were analysed. This study proposes a performance evaluation system for segmentation system. The performance evaluation uses five measures which are Jaccard's Index, Hausdorff Distance, Area Error, and Relative Volume Difference. A segmentation system previously developed for a limited five HRCT thorax segmentation system called ALSS was evaluated using the proposed system. The results from all performance measures showed that the segmentation system was consistent and was able to segment accurately across all the slices of the thorax.
format Conference or Workshop Item
author Ming, J. T. C.
Noor, N. M.
Rue, N. C.
Rijal, O. M.
Kassim, R. M.
Yunus, A.
author_facet Ming, J. T. C.
Noor, N. M.
Rue, N. C.
Rijal, O. M.
Kassim, R. M.
Yunus, A.
author_sort Ming, J. T. C.
title Performance evaluation system for automated lung segmentation system using HRCT thorax images
title_short Performance evaluation system for automated lung segmentation system using HRCT thorax images
title_full Performance evaluation system for automated lung segmentation system using HRCT thorax images
title_fullStr Performance evaluation system for automated lung segmentation system using HRCT thorax images
title_full_unstemmed Performance evaluation system for automated lung segmentation system using HRCT thorax images
title_sort performance evaluation system for automated lung segmentation system using hrct thorax images
publisher Institute of Electrical and Electronics Engineers Inc.
publishDate 2016
url http://eprints.utm.my/id/eprint/73359/
https://www.scopus.com/inward/record.uri?eid=2-s2.0-84965132867&doi=10.1109%2fISSBES.2015.7435921&partnerID=40&md5=b70ef23ac74159b5a421d434329f3ce6
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