A liver level set (LLS) algorithm for extracting liver's volume containing disconnected regions automatically
In this paper a specified method is presented to facilitate segmentation of liver volume from CT images that contain disconnected regions automatically. The disconnected region appears because the physic of the liver containing multi-lobe structure, thus different lobe make different region in a sin...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
IJCSNS
2008
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| Online Access: | http://psasir.upm.edu.my/id/eprint/12711/1/A%20liver%20level%20set%20%28LLS%29%20algorithm%20for%20extracting%20liver%27s%20volume%20containing%20disconnected%20regions%20automatically.pdf |
| _version_ | 1825945096364752896 |
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| author | Sulaiman, Puteri Suhaiza O. K. Rahmat, Rahmita Wirza Mahmod, Ramlan Abdul Rashid, Abdul Hamid |
| author_facet | Sulaiman, Puteri Suhaiza O. K. Rahmat, Rahmita Wirza Mahmod, Ramlan Abdul Rashid, Abdul Hamid |
| author_sort | Sulaiman, Puteri Suhaiza |
| collection | UPM |
| description | In this paper a specified method is presented to facilitate segmentation of liver volume from CT images that contain disconnected regions automatically. The disconnected region appears because the physic of the liver containing multi-lobe structure, thus different lobe make different region in a single slice image. Most of the available liver segmentation algorithms that are based on gray level operation such as thresholding and active contour fail to extract the liver volume from these images automatically. Thus the core of the algorithm is a level set function that has the availability to manage separating and joining liver boundary routinely. The liver level set (LLS) is separated into two stages which a pre-processing stage and a level set with a hybrid energy minimization algorithm. The current slice is initialized by previous segmented liver boundary allowing changes in liver boundary topological changes to be inherited. The result show a respective segmentation with average 85% DCS when comparing with manual segmentation. |
| first_indexed | 2024-03-06T07:26:11Z |
| format | Article |
| id | upm.eprints-12711 |
| institution | Universiti Putra Malaysia |
| language | English |
| last_indexed | 2024-03-06T07:26:11Z |
| publishDate | 2008 |
| publisher | IJCSNS |
| record_format | dspace |
| spelling | upm.eprints-127112018-10-24T08:35:33Z http://psasir.upm.edu.my/id/eprint/12711/ A liver level set (LLS) algorithm for extracting liver's volume containing disconnected regions automatically Sulaiman, Puteri Suhaiza O. K. Rahmat, Rahmita Wirza Mahmod, Ramlan Abdul Rashid, Abdul Hamid In this paper a specified method is presented to facilitate segmentation of liver volume from CT images that contain disconnected regions automatically. The disconnected region appears because the physic of the liver containing multi-lobe structure, thus different lobe make different region in a single slice image. Most of the available liver segmentation algorithms that are based on gray level operation such as thresholding and active contour fail to extract the liver volume from these images automatically. Thus the core of the algorithm is a level set function that has the availability to manage separating and joining liver boundary routinely. The liver level set (LLS) is separated into two stages which a pre-processing stage and a level set with a hybrid energy minimization algorithm. The current slice is initialized by previous segmented liver boundary allowing changes in liver boundary topological changes to be inherited. The result show a respective segmentation with average 85% DCS when comparing with manual segmentation. IJCSNS 2008-12 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/12711/1/A%20liver%20level%20set%20%28LLS%29%20algorithm%20for%20extracting%20liver%27s%20volume%20containing%20disconnected%20regions%20automatically.pdf Sulaiman, Puteri Suhaiza and O. K. Rahmat, Rahmita Wirza and Mahmod, Ramlan and Abdul Rashid, Abdul Hamid (2008) A liver level set (LLS) algorithm for extracting liver's volume containing disconnected regions automatically. International Journal of Computer Science and Network Security, 8 (12). pp. 246-252. ISSN 1738-7906 http://paper.ijcsns.org/07_book/html/200812/200812035.html |
| spellingShingle | Sulaiman, Puteri Suhaiza O. K. Rahmat, Rahmita Wirza Mahmod, Ramlan Abdul Rashid, Abdul Hamid A liver level set (LLS) algorithm for extracting liver's volume containing disconnected regions automatically |
| title | A liver level set (LLS) algorithm for extracting liver's volume containing disconnected regions automatically |
| title_full | A liver level set (LLS) algorithm for extracting liver's volume containing disconnected regions automatically |
| title_fullStr | A liver level set (LLS) algorithm for extracting liver's volume containing disconnected regions automatically |
| title_full_unstemmed | A liver level set (LLS) algorithm for extracting liver's volume containing disconnected regions automatically |
| title_short | A liver level set (LLS) algorithm for extracting liver's volume containing disconnected regions automatically |
| title_sort | liver level set lls algorithm for extracting liver s volume containing disconnected regions automatically |
| url | http://psasir.upm.edu.my/id/eprint/12711/1/A%20liver%20level%20set%20%28LLS%29%20algorithm%20for%20extracting%20liver%27s%20volume%20containing%20disconnected%20regions%20automatically.pdf |
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