Detection And Summation Of Pus Cells And Epithelial Cells For Sputum Quality Grading Using K-Means Clustering And Color Thresholding

Sputum with good quality is important in the diagnosis of many diseases. Some factor like the number of neutrophils (pus cell), squamous epithelial cell and the appearance of macroscopic should be considered to determine the sputum quality based on Bartlett's Criteria. Hence, a vision system wh...

Full description

Bibliographic Details
Main Authors: Rosyati, Hamid, Norazura, Abd. Halim, Faradila, Naim, Kamarul Hawari, Ghazali, Zeehaida, Mohamed, Nurul Wahidah, Arshad
Format: Conference or Workshop Item
Language:English
Published: 2012
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/8441/
http://umpir.ump.edu.my/id/eprint/8441/
http://umpir.ump.edu.my/id/eprint/8441/1/fkee-2012-rosyati-Detection_And_Summation.pdf
id ump-8441
recordtype eprints
spelling ump-84412017-12-26T04:01:34Z http://umpir.ump.edu.my/id/eprint/8441/ Detection And Summation Of Pus Cells And Epithelial Cells For Sputum Quality Grading Using K-Means Clustering And Color Thresholding Rosyati, Hamid Norazura, Abd. Halim Faradila, Naim Kamarul Hawari, Ghazali Zeehaida, Mohamed Nurul Wahidah, Arshad TK Electrical engineering. Electronics Nuclear engineering RB Pathology Sputum with good quality is important in the diagnosis of many diseases. Some factor like the number of neutrophils (pus cell), squamous epithelial cell and the appearance of macroscopic should be considered to determine the sputum quality based on Bartlett's Criteria. Hence, a vision system which is able to detect and count the existence of pus cell and epithelial cell for sputum quality testing is developed. This vision system process four sputum image for each sputum sample and determine the average number of pus cells and epithelial cells in that sample. This system also able to determine either the sputum sample is positive or negative. The percentage of error for average number of pus cell is 26.3% whereas error for epithelial cell is 27.78%. However, the final grading of either the sputum sample is positive or negative is 100% accurate. 2012 Conference or Workshop Item PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/8441/1/fkee-2012-rosyati-Detection_And_Summation.pdf Rosyati, Hamid and Norazura, Abd. Halim and Faradila, Naim and Kamarul Hawari, Ghazali and Zeehaida, Mohamed and Nurul Wahidah, Arshad (2012) Detection And Summation Of Pus Cells And Epithelial Cells For Sputum Quality Grading Using K-Means Clustering And Color Thresholding. In: 7th International Conference on Computing and Convergence Technology (ICCCT 2012), 3-5 December 2012 , Seoul, Korea. pp. 1378-1383.. http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&arnumber=6530556&queryText%3DDetection+And+Summation+Of+Pus+Cells+And+Epithelial+Cells+For+Sputum+Quality+Grading+Using+K-Means+Clustering+And+Color+Thresholding
repository_type Digital Repository
institution_category Local University
institution Universiti Malaysia Pahang
building UMP Institutional Repository
collection Online Access
language English
topic TK Electrical engineering. Electronics Nuclear engineering
RB Pathology
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
RB Pathology
Rosyati, Hamid
Norazura, Abd. Halim
Faradila, Naim
Kamarul Hawari, Ghazali
Zeehaida, Mohamed
Nurul Wahidah, Arshad
Detection And Summation Of Pus Cells And Epithelial Cells For Sputum Quality Grading Using K-Means Clustering And Color Thresholding
description Sputum with good quality is important in the diagnosis of many diseases. Some factor like the number of neutrophils (pus cell), squamous epithelial cell and the appearance of macroscopic should be considered to determine the sputum quality based on Bartlett's Criteria. Hence, a vision system which is able to detect and count the existence of pus cell and epithelial cell for sputum quality testing is developed. This vision system process four sputum image for each sputum sample and determine the average number of pus cells and epithelial cells in that sample. This system also able to determine either the sputum sample is positive or negative. The percentage of error for average number of pus cell is 26.3% whereas error for epithelial cell is 27.78%. However, the final grading of either the sputum sample is positive or negative is 100% accurate.
format Conference or Workshop Item
author Rosyati, Hamid
Norazura, Abd. Halim
Faradila, Naim
Kamarul Hawari, Ghazali
Zeehaida, Mohamed
Nurul Wahidah, Arshad
author_facet Rosyati, Hamid
Norazura, Abd. Halim
Faradila, Naim
Kamarul Hawari, Ghazali
Zeehaida, Mohamed
Nurul Wahidah, Arshad
author_sort Rosyati, Hamid
title Detection And Summation Of Pus Cells And Epithelial Cells For Sputum Quality Grading Using K-Means Clustering And Color Thresholding
title_short Detection And Summation Of Pus Cells And Epithelial Cells For Sputum Quality Grading Using K-Means Clustering And Color Thresholding
title_full Detection And Summation Of Pus Cells And Epithelial Cells For Sputum Quality Grading Using K-Means Clustering And Color Thresholding
title_fullStr Detection And Summation Of Pus Cells And Epithelial Cells For Sputum Quality Grading Using K-Means Clustering And Color Thresholding
title_full_unstemmed Detection And Summation Of Pus Cells And Epithelial Cells For Sputum Quality Grading Using K-Means Clustering And Color Thresholding
title_sort detection and summation of pus cells and epithelial cells for sputum quality grading using k-means clustering and color thresholding
publishDate 2012
url http://umpir.ump.edu.my/id/eprint/8441/
http://umpir.ump.edu.my/id/eprint/8441/
http://umpir.ump.edu.my/id/eprint/8441/1/fkee-2012-rosyati-Detection_And_Summation.pdf
first_indexed 2023-09-18T22:06:01Z
last_indexed 2023-09-18T22:06:01Z
_version_ 1777414712786419712