e-Repository BATAN

Advanced Search

A statistical approach on pulmonary tuberculosis detection system based on X-ray image

Nurokhim, Nurokhim (2019) A statistical approach on pulmonary tuberculosis detection system based on X-ray image. TELKOMNIKA, 17 (3). pp. 1474-1482. ISSN 1693-6930,

[img] Text
10546-32792-1-PB nur rokhim.pdf - Published Version

Download (961kB)

Abstract

This paper presented the research result on the design of pulmonary TB (Tuberculosis) detection systems using a statistical approach. The study aimed to address two problems in detecting pulmonary TB by doctors, especially in remote areas of Indonesia, namely the long waiting time for patients to get the doctor's diagnosis and the doctor's subjectivity. We used hundreds of X-ray images from radiology department of Sardjito Hospital, Yogyakarta, as primary data and thirty data from various sources on the internet as secondary data. Using statistical approach, we exploited statistical image feature from image histogram, examined two statistical methods of PCA and LDA transformation for feature extraction, and two minimum distance classifier in image classification. We also used histogram equalization in the image enhancement process and bicubic interpolation in image segmentation and template making. Test results on primary and secondary data images show the identification accuracy of 94% and 83.3%, respectively.

Item Type: Article
Subjects: Isotop dan Radiasi > Pemanfaatan Isotop dan Radiasi > Bidang Kesehatan
Divisions: Pusat Teknologi Keselamatan dan Metrologi Radiasi
Depositing User: USER PTKMR BATAN
Date Deposited: 08 Feb 2020 12:23
Last Modified: 08 Feb 2020 12:23
URI: http://repo-nkm.batan.go.id/id/eprint/9615

Actions (login required)

View Item View Item