Literature DB >> 23630656

Automatic screening for tuberculosis in chest radiographs: a survey.

Stefan Jaeger1, Alexandros Karargyris, Sema Candemir, Jenifer Siegelman, Les Folio, Sameer Antani, George Thoma.   

Abstract

Tuberculosis (TB) is a major global health threat. An estimated one-third of the world's population has a history of TB infection, and millions of new infections are occurring every year. The advent of new powerful hardware and software techniques has triggered attempts to develop computer-aided diagnostic systems for TB detection in support of inexpensive mass screening in developing countries. In this paper, we describe the medical background of TB detection in chest X-rays and present a survey of the recent approaches using computer-aided detection. After a thorough research of the computer science literature for such systems or related methods, we were able to identify 16 papers, including our own, written between 1996 and early 2013. These papers show that TB screening is a challenging task and an open research problem. We report on the progress to date and describe experimental screening systems that have been developed.

Entities:  

Keywords:  Tuberculosis; automatic screening; chest X-rays; computer-aided diagnosis; medical imaging

Year:  2013        PMID: 23630656      PMCID: PMC3636475          DOI: 10.3978/j.issn.2223-4292.2013.04.03

Source DB:  PubMed          Journal:  Quant Imaging Med Surg        ISSN: 2223-4306


  41 in total

1.  Development of a digital image database for chest radiographs with and without a lung nodule: receiver operating characteristic analysis of radiologists' detection of pulmonary nodules.

Authors:  J Shiraishi; S Katsuragawa; J Ikezoe; T Matsumoto; T Kobayashi; K Komatsu; M Matsui; H Fujita; Y Kodera; K Doi
Journal:  AJR Am J Roentgenol       Date:  2000-01       Impact factor: 3.959

Review 2.  Digital x-ray tomosynthesis: current state of the art and clinical potential.

Authors:  James T Dobbins; Devon J Godfrey
Journal:  Phys Med Biol       Date:  2003-10-07       Impact factor: 3.609

3.  Contour detection and hierarchical image segmentation.

Authors:  Pablo Arbeláez; Michael Maire; Charless Fowlkes; Jitendra Malik
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2011-05       Impact factor: 6.226

4.  Segmentation of anatomical structures in chest radiographs using supervised methods: a comparative study on a public database.

Authors:  Bram van Ginneken; Mikkel B Stegmann; Marco Loog
Journal:  Med Image Anal       Date:  2006-02       Impact factor: 8.545

5.  Toward objective evaluation of image segmentation algorithms.

Authors:  Ranjith Unnikrishnan; Caroline Pantofaru; Martial Hebert
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2007-06       Impact factor: 6.226

Review 6.  Chest radiography.

Authors:  C E Ravin; H G Chotas
Journal:  Radiology       Date:  1997-09       Impact factor: 11.105

7.  Delayed diagnosis of tuberculosis in patients with human immunodeficiency virus infection.

Authors:  F Kramer; T Modilevsky; A R Waliany; J M Leedom; P F Barnes
Journal:  Am J Med       Date:  1990-10       Impact factor: 4.965

8.  Automatic detection of abnormalities in chest radiographs using local texture analysis.

Authors:  Bram van Ginneken; Shigehiko Katsuragawa; Bart M ter Haar Romeny; Kunio Doi; Max A Viergever
Journal:  IEEE Trans Med Imaging       Date:  2002-02       Impact factor: 10.048

9.  Computer-assisted detection (CAD) methodology for early detection of response to pharmaceutical therapy in tuberculosis patients.

Authors:  Robert Lieberman; Heston Kwong; Brent Liu; Hk Huang
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2009

10.  Temporal subtraction for the detection of hazy pulmonary opacities on chest radiography.

Authors:  Mitsuko Tsubamoto; Takeshi Johkoh; Takenori Kozuka; Noriyuki Tomiyama; Seiki Hamada; Osamu Honda; Naoki Mihara; Mitsuhiro Koyama; Munehiro Maeda; Hironobu Nakamura; Keiichi Fujiwara
Journal:  AJR Am J Roentgenol       Date:  2002-08       Impact factor: 3.959

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  25 in total

1.  Feature Selection for Automatic Tuberculosis Screening in Frontal Chest Radiographs.

Authors:  Szilárd Vajda; Alexandros Karargyris; Stefan Jaeger; K C Santosh; Sema Candemir; Zhiyun Xue; Sameer Antani; George Thoma
Journal:  J Med Syst       Date:  2018-06-29       Impact factor: 4.460

2.  Two cases of tuberculous spondylodiscitis: a rare manifestation of extrapulmonary tuberculosis.

Authors:  José Antonio de Jesús Batún-Garrido; Marisol Salas-Magaña; Oscar Alejandro García-Padrón; Nicolás Valencia-Serrano
Journal:  Quant Imaging Med Surg       Date:  2017-02

3.  7th Union Europe Conference on Lung Health, 22-24 June 2016, Bratislava (Slovakia): a delegate report.

Authors:  Aliaksandr Skrahin
Journal:  Quant Imaging Med Surg       Date:  2016-08

4.  Evidence based imaging strategies for solitary pulmonary nodule.

Authors:  Yi-Xiang J Wang; Jing-Shan Gong; Kenji Suzuki; Sameh K Morcos
Journal:  J Thorac Dis       Date:  2014-07       Impact factor: 2.895

5.  Two public chest X-ray datasets for computer-aided screening of pulmonary diseases.

Authors:  Stefan Jaeger; Sema Candemir; Sameer Antani; Yì-Xiáng J Wáng; Pu-Xuan Lu; George Thoma
Journal:  Quant Imaging Med Surg       Date:  2014-12

6.  Combination of texture and shape features to detect pulmonary abnormalities in digital chest X-rays.

Authors:  Alexandros Karargyris; Jenifer Siegelman; Dimitris Tzortzis; Stefan Jaeger; Sema Candemir; Zhiyun Xue; K C Santosh; Szilárd Vajda; Sameer Antani; Les Folio; George R Thoma
Journal:  Int J Comput Assist Radiol Surg       Date:  2015-06-20       Impact factor: 2.924

7.  Deep learning-based pulmonary tuberculosis automated detection on chest radiography: large-scale independent testing.

Authors:  Wen Zhou; Guanxun Cheng; Ziqi Zhang; Litong Zhu; Stefan Jaeger; Fleming Y M Lure; Lin Guo
Journal:  Quant Imaging Med Surg       Date:  2022-04

Review 8.  Tuberculosis Treatment Monitoring and Outcome Measures: New Interest and New Strategies.

Authors:  Jan Heyckendorf; Sophia B Georghiou; Nicole Frahm; Norbert Heinrich; Irina Kontsevaya; Maja Reimann; David Holtzman; Marjorie Imperial; Daniela M Cirillo; Stephen H Gillespie; Morten Ruhwald
Journal:  Clin Microbiol Rev       Date:  2022-03-21       Impact factor: 50.129

Review 9.  Clinical management of concurrent diabetes and tuberculosis and the implications for patient services.

Authors:  Anca Lelia Riza; Fiona Pearson; Cesar Ugarte-Gil; Bachti Alisjahbana; Steven van de Vijver; Nicolae M Panduru; Philip C Hill; Rovina Ruslami; David Moore; Rob Aarnoutse; Julia A Critchley; Reinout van Crevel
Journal:  Lancet Diabetes Endocrinol       Date:  2014-09       Impact factor: 32.069

10.  Chest X-ray Bone Suppression for Improving Classification of Tuberculosis-Consistent Findings.

Authors:  Sivaramakrishnan Rajaraman; Ghada Zamzmi; Les Folio; Philip Alderson; Sameer Antani
Journal:  Diagnostics (Basel)       Date:  2021-05-07
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