A Multiagent System for Automated Detection and Diagnosis of Active Tuberculosis on Chest Radiograph and CT Thorax

被引:0
|
作者
Elamy, Abdel-Halim Hafez [1 ,3 ]
Fart, Behrouz H. [2 ]
Long, Richard [1 ,3 ]
机构
[1] Univ Alberta, Sch Publ Hlth, Dept Publ Hlth Sci, Edmonton, AB T6G 2M7, Canada
[2] Univ Calgary, Dept Elect & Comp Engn, Calgary, AB T2N 1N4, Canada
[3] Univ Alberta, Fac Med & Dent, Dept Med, Edmonton, AB T6G 2M7, Canada
关键词
Tuberculosis; Computer-aided detection (CAD); multiagent system (MAS); diagnostic imaging; feature detection;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Tuberculosis (TB) is a chronic and communicable disease that mostly affects the lungs, but can also affect other organs. TB is a leading cause of morbidity and mortality in adults worldwide, killing almost 2 million people every year. In the USA and Canada, TB is often ignored or misdiagnosed in emergency departments (EDs). This is due to the fact that it is relatively rare in North America. However, it remains prevalent in minority groups, including immigrants from TB endemic countries. The early detection of TB is a key factor to improve its treatment and interrupt its spread. In this paper, we introduce an integrated computer-aided detection (CAD) system for detecting infectious cases of TB on plain chest radiographs by means of an intelligent multiagent system (MAS). This system would be of great value to protect population' health.
引用
收藏
页码:495 / 498
页数:4
相关论文
共 50 条
  • [1] AN INTELLIGENT CAD SYSTEM FOR AUTOMATED DETECTION OF PULMONARY TUBERCULOSIS ON CHEST RADIOGRAPH AND CT THORAX: A ROAD MAP
    Elamy, Abdel-Halim Hafez
    Mandal, Mrinal
    Far, Behrouz
    Basu, Anup
    Cheng, Irene
    Long, Richard
    2010 23RD CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (CCECE), 2010,
  • [2] Detection of pulmonary tuberculosis in patients with a normal chest radiograph
    Marciniuk, DD
    McNab, BD
    Martin, WT
    Hoeppner, VH
    CHEST, 1999, 115 (02) : 445 - 452
  • [3] Impact of empiric antibiotics and chest radiograph on delays in the diagnosis of tuberculosis
    Golub, JE
    Bur, S
    Cronin, WA
    Gange, S
    Sterling, TR
    Oden, B
    Baruch, N
    Comstock, GW
    Chaisson, RE
    INTERNATIONAL JOURNAL OF TUBERCULOSIS AND LUNG DISEASE, 2005, 9 (04) : 392 - 397
  • [4] THE VALUE OF THE LATERAL CHEST RADIOGRAPH IN THE DIAGNOSIS OF PULMONARY TUBERCULOSIS IN CHILDREN
    BEYERS, N
    SMUTS, NA
    GIE, RP
    SCHAAF, HS
    DONALD, PR
    PEDIATRIC RESEARCH, 1994, 36 (01) : A57 - A57
  • [5] Active chest tuberculosis: CT findings
    Poey, CG
    Giron, JM
    Verhaegen, FP
    Levenes, H
    Fajadet, PM
    Duparc, BP
    RADIOLOGY, 1996, 201 : 411 - 411
  • [6] Chest radiograph abnormalities associated with tuberculosis: reproducibility and yield of active cases
    Graham, S
    Das Gupta, K
    Hidvegi, RJ
    Hanson, R
    Kosiuk, J
    Al Zahrani, K
    Menzies, D
    INTERNATIONAL JOURNAL OF TUBERCULOSIS AND LUNG DISEASE, 2002, 6 (02) : 137 - 142
  • [7] Cloud-Based Automated Clinical Decision Support System for Detection and Diagnosis of Lung Cancer in Chest CT
    Masood, Anum
    Yang, Po
    Sheng, Bin
    Li, Huating
    Li, Ping
    Qin, Jing
    Lanfranchi, Vitaveska
    Kim, Jinman
    Feng, David Dagan
    IEEE JOURNAL OF TRANSLATIONAL ENGINEERING IN HEALTH AND MEDICINE, 2020, 8
  • [8] A Systematic Review of Deep Learning Techniques for Tuberculosis Detection From Chest Radiograph
    Oloko-Oba, Mustapha
    Viriri, Serestina
    FRONTIERS IN MEDICINE, 2022, 9
  • [9] Can active pulmonary tuberculosis be determined from a single chest radiograph: An international study?
    Davies, PDO
    Shimouchi, A
    Aoki, M
    Chan, SL
    Elwood, RK
    THORAX, 2000, 55 : A82 - A82
  • [10] Computer-Assisted Diagnosis of Tuberculosis: A First Order Statistical Approach to Chest Radiograph
    Jen Hong Tan
    U. Rajendra Acharya
    Collin Tan
    K. Thomas Abraham
    Choo Min Lim
    Journal of Medical Systems, 2012, 36 : 2751 - 2759