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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Institute of Electrical and Electronics Engineers Inc.
2016
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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 |
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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 |
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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. |
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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 |
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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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