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White blood cell segmentation for acute leukemia bone marrow images

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Main Authors: Lim, Huey Nee, Mohd Yusoff, Mashor, Prof. Madya. Dr., Rosline, Hassan, Dr.
Other Authors: limhueynee@gmail.com
Format: Working Paper
Language:English
Published: Institute of Electrical and Electronics Engineers (IEEE) 2012
Subjects:
Leukemia diagnosis
HSV color model
Watershed segmentation
Online Access:http://dspace.unimap.edu.my/xmlui/handle/123456789/21371
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id my.unimap-21371
record_format dspace
spelling my.unimap-213712012-10-16T01:40:55Z White blood cell segmentation for acute leukemia bone marrow images Lim, Huey Nee Mohd Yusoff, Mashor, Prof. Madya. Dr. Rosline, Hassan, Dr. limhueynee@gmail.com Leukemia diagnosis HSV color model Watershed segmentation Link to publisher's homepage at http://ieeexplore.ieee.org/ Morphological diagnosis of the blood and bone marrow smear under the microscope is an important preliminary step in the diagnosis of acute leukemia. The features and differential counts of the cells provide valuable information to the specialist to confirm the diagnosis and begin treatment, thus increasing the chance of survival of the patient. Manual diagnosis procedures are often tedious, labor intensive and time consuming. A computerised system can help accelerating the morphological diagnosis process. The proposed method consists of gradient magnitude, thresholding, morphological operations and watershed transform to perform cells segmentation. 50 images from subtypes M2, M5 and M6 were used to test the proposed method and the result showed that the method managed to obtain qualitatively good segmentation results. The segmentation accuracy for the tested image is 94.5% while the overage accuracies for the other subtypes are 94.58%, 95.06% and 95.65% respectively. 2012-10-16T01:40:55Z 2012-10-16T01:40:55Z 2012-02-27 Working Paper p. 357-361 978-145771989-9 http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6179038 http://hdl.handle.net/123456789/21371 en Proceedings of the International Conference on Biomedical Engineering (ICoBE 2012) Institute of Electrical and Electronics Engineers (IEEE)
institution Universiti Malaysia Perlis
building UniMAP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Perlis
content_source UniMAP Library Digital Repository
url_provider http://dspace.unimap.edu.my/
language English
topic Leukemia diagnosis
HSV color model
Watershed segmentation
spellingShingle Leukemia diagnosis
HSV color model
Watershed segmentation
Lim, Huey Nee
Mohd Yusoff, Mashor, Prof. Madya. Dr.
Rosline, Hassan, Dr.
White blood cell segmentation for acute leukemia bone marrow images
description Link to publisher's homepage at http://ieeexplore.ieee.org/
author2 limhueynee@gmail.com
author_facet limhueynee@gmail.com
Lim, Huey Nee
Mohd Yusoff, Mashor, Prof. Madya. Dr.
Rosline, Hassan, Dr.
format Working Paper
author Lim, Huey Nee
Mohd Yusoff, Mashor, Prof. Madya. Dr.
Rosline, Hassan, Dr.
author_sort Lim, Huey Nee
title White blood cell segmentation for acute leukemia bone marrow images
title_short White blood cell segmentation for acute leukemia bone marrow images
title_full White blood cell segmentation for acute leukemia bone marrow images
title_fullStr White blood cell segmentation for acute leukemia bone marrow images
title_full_unstemmed White blood cell segmentation for acute leukemia bone marrow images
title_sort white blood cell segmentation for acute leukemia bone marrow images
publisher Institute of Electrical and Electronics Engineers (IEEE)
publishDate 2012
url http://dspace.unimap.edu.my/xmlui/handle/123456789/21371
_version_ 1643793364217233408
score 13.214268

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