Publications that evaluate CAD4TB


Actual overview of CAD publications as listed at:
http://www.diagnijmegen.nl/index.php/CAD4TB

Clinical publications

Accuracy of an automated system for tuberculosis detection on chest radiographs in high-risk screening.

J. Melendez, L. Hogeweg, C.I. Sánchez, R.H.H.M. Philipsen, R.W. Aldridge, A. Hayward, I. Abubakar, B. van Ginneken and A. Story - International Journal of Tuberculosis and Lung Disease 2018;22(5):567-571 Abstract/PDF - DOI - PMID

Automatic versus human reading of chest X-rays in the Zambia National Tuberculosis Prevalence Survey.

J. Melendez, R.H.H.M. Philipsen, P. Chanda-Kapata, V. Sunkutu, N. Kapata and B. van Ginneken - International Journal of Tuberculosis and Lung Disease 2017;21:880-886 Abstract/PDF - DOI - PMID

An automated tuberculosis screening strategy combining X-ray-based computer-aided detection and clinical information.

J. Melendez, C.I. Sanchez, R.H.H.M. Philipsen, P. Maduskar, R. Dawson, G. Theron, K. Dheda and B. van Ginneken - Nature Scientific Reports 2016;6:25265 Abstract/PDF - DOI - PMID

Screening for pulmonary tuberculosis in a Tanzanian prison and computer-aided interpretation of chest X-rays.

A. Steiner, C. Mangu, J. van den Hombergh, H. van Deutekom, B. van Ginneken, P. Clowes, F. Mhimbira, S. Mfinanga, A. Rachow, K. Reither and M. Hoelscher - Public Health Action 2015;5(4):249-254 Abstract/PDF - DOI - PMID

Automated chest-radiography as a triage for Xpert® testing in resource-constrained settings: a prospective study of diagnostic accuracy and costs.

R. Philipsen, C.I. Sánchez, P. Maduskar, J. Melendez, L. Peters-Bax, J. Peter, R. Dawson, G. Theron, K. Dheda and B. van Ginneken - Nature Scientific Reports2015;5 Abstract/PDF - DOI - PMID

Computerized Reading of Chest Radiographs in The Gambia National Tuberculosis Prevalence Survey: Retrospective Comparison with Human Experts.

P. Maduskar, I. Adetifa, J. van den Hombergh, E. Leroy-Terquem, A. Fasan-Odunsi, C.I. Sánchez, U. d'Alessandro and B. van Ginneken - Union World Conference on Lung Health, 2015 Abstract/PDF

Objective Computerized Chest Radiography Screening to Detect Tuberculosis in the Philippines.

R.H. Philipsen, C.I. Sánchez, P. Maduskar, J. Melendez, B. van Ginneken and W. Lew - Union World Conference on Lung Health, 2015 Abstract/PDF

Diagnostic accuracy of computer-aided detection of pulmonary tuberculosis in chest radiographs: a validation study from sub-saharan Africa.

M. Breuninger, B. van Ginneken, R.H.H.M. Philipsen, F. Mhimbira, J.J. Hella, F. Lwilla, J. van den Hombergh, A. Ross, L. Jugheli, D. Wagner and K. Reither - PLoS One 2014;9:e106381 Abstract/PDF - DOI - PMID

The Sensitivity and Specificity of Using a Computer Aided Diagnosis Program for Automatically Scoring Chest X-Rays of Presumptive TB Patients Compared with Xpert® MTB/RIF in Lusaka Zambia.

M. Muyoyeta, P. Maduskar, M. Moyo, N. Kasese, D. Milimo, R. Spooner, N. Kapata, L. Hogeweg, B. van Ginneken and H. Ayles - PLoS One 2014;9(4):e93757 Abstract/PDF - DOI - PMID

Detection of Chest X-ray abnormalities and tuberculosis using computer-aided detection vs interpretation by radiologists and a clinical officer.

A. Khan, A. Zaidi, R. Philipsen, S. Khowaja, B. van Ginneken, A. Khan and T. Dossul - 45th World Conference on Lung Health, 2014 Abstract/PDF

Computer-aided diagnosis of X-rays in a screening for pulmonary tuberculosis of a prison population in Tanzania.

A. Steiner, F. Mhimbira, J. van den Hombergh, P. Clowes, C. Mangu, B. van Ginneken, M. Hoelscher and K. Reither - 45th World Conference on Lung Health, 2014 Abstract/PDF

Symptomatic screening and computer-aided radiography for active-case finding of tuberculosis: a prediction model for TB case detection.

A. Zaidi, N. Khalid, R. Philipsen, B. van Ginneken, S. Khowaja and A. Khan - 45th World Conference on Lung Health, 2014 Abstract/PDF

Detection of tuberculosis with digital chest radiography: automatic reading versus interpretation by clinical officers.

P. Maduskar, M. Muyoyeta, H. Ayles, L. Hogeweg, L. Peters-Bax and B. van Ginneken - International Journal of Tuberculosis and Lung Disease 2013;17:1613-1620 Abstract/PDF - DOI - PMID

Performance of inexperienced and experienced observers in detection of active tuberculosis on digital chest radiographs with and without the use of computer-aided diagnosis.

B. van Ginneken, L. Hogeweg, P. Maduskar, L. Peters-Bax, R. Dawson, K. Dheda, H. Ayles, J. Melendez and C.I. Sánchez - Annual Meeting of the Radiological Society of North America, 2012 Abstract/PDF

Computer-aided detection of tuberculosis among high risk groups: potential for automated triage.

L. Hogeweg, A. Story, A. Hayward, R. Aldridge, I. Abubakar, P. Maduskar and B. van Ginneken - Annual Meeting of the Radiological Society of North America, 2011 Abstract/PDF


Technical publications

Fast and effective quantification of symmetry in medical images for pathology detection: application to chest radiography.

L. Hogeweg, C.I. Sánchez, P. Maduskar, R.H.H.M. Philipsen and B. van Ginneken - Medical Physics 2017;44(6):2242-2256 Abstract/PDF - DOI - PMID

Automatic detection of pleural effusion in chest radiographs.

P. Maduskar, R.H.M.M. Philipsen, J. Melendez, E. Scholten, D. Chanda, H. Ayles, C.I. Sánchez and B. van Ginneken - Medical Image Analysis 2016;28:22-32 Abstract/PDF - DOI - PMID

On Combining Multiple-Instance Learning and Active Learning for Computer-Aided Detection of Tuberculosis.

J. Melendez, B. van Ginneken, P. Maduskar, R. Philipsen, H. Ayles and C.I. Sánchez - IEEE Transactions on Medical Imaging 2016;35(4):1013-1024 Abstract/PDF - DOI - PMID

Localized energy-based normalization of medical images: application to chest radiography.

R. Philipsen, P. Maduskar, L. Hogeweg, J. Melendez, C.I. Sánchez and B. van Ginneken - IEEE Transactions on Medical Imaging 2015;34:1965-75 Abstract/PDF - DOI - PMID

Automatic detection of tuberculosis in chest radiographs using a combination of textural, focal, and shape abnormality analysis.

L. Hogeweg, C.I. Sánchez, P. Maduskar, R. Philipsen, A. Story, R. Dawson, G. Theron, K. Dheda, L. Peters-Bax and B. van Ginneken - IEEE Transactions on Medical Imaging 2015;34(12):2429-2442 Abstract/PDF - DOI - PMID

A Novel Multiple-Instance Learning-Based Approach to Computer-Aided Detection of Tuberculosis on Chest X-Rays.

J. Melendez, B. van Ginneken, P. Maduskar, R.H.H.M. Philipsen, K. Reither, M. Breuninger, I.M.O. Adetifa, R. Maane, H. Ayles and C.I. Sánchez - IEEE Transactions on Medical Imaging 2015;34:179-192 Abstract/PDF - DOI - PMID

Cavity contour segmentation in chest radiographs using supervised learning and dynamic programming.

P. Maduskar, L. Hogeweg, P.A. de Jong, L. Peters-Bax, R. Dawson, H. Ayles, C.I. Sánchez and B. van Ginneken - Medical Physics 2014;41:071912-1 - 071912-15 Abstract/PDF - DOI - PMID

Multiple-instance learning for computer-aided detection of tuberculosis.

J. Melendez, C.I. Sánchez, R.H.H.M. Philipsen, P. Maduskar and B. van Ginneken - Medical Imaging, volume 9035 of Proceedings of the SPIE, 2014, page 90351J Abstract/PDF - DOI

Suppression of translucent elongated structures: applications in chest radiography.

L. Hogeweg, C.I. Sánchez and B. van Ginneken - IEEE Transactions on Medical Imaging 2013;32:2099-2113 Abstract/PDF - DOI - PMID

Foreign object detection and removal to improve automated analysis of chest radiographs.

L. Hogeweg, C.I. Sánchez, J. Melendez, P. Maduskar, A. Story, A. Hayward and B. van Ginneken - Medical Physics 2013;40:071901 Abstract/PDF - DOI - PMID

Automated Scoring of Chest Radiographs for Tuberculosis Prevalence Surveys: A Combined Approach.

B. van Ginneken, R.H.H.M. Philipsen, L. Hogeweg, P. Maduskar, J.C. Melendez, C.I. Sánchez, R. Maane, B. dei Alorse, U. d'Alessandro and I.M.O. Adetifa - The Fifth International Workshop on Pulmonary Image Analysis, 2013, pages 9-19 Abstract/PDF

Automated localization of costophrenic recesses and costophrenic angle measurement on frontal chest radiographs.

P. Maduskar, L. Hogeweg, R. Philipsen and B. van Ginneken - Medical Imaging, volume 8670 of Proceedings of the SPIE, 2013, page 867038 Abstract/PDF - DOI

Improved texture analysis for automatic detection of Tuberculosis (TB) on Chest Radiographs with Bone Suppression images.

P. Maduskar, L. Hogeweg, R. Philipsen, S. Schalekamp and B. van Ginneken - Medical Imaging, volume 8670 of Proceedings of the SPIE, 2013, page 86700H Abstract/PDF - DOI

Clavicle segmentation in chest radiographs.

L. Hogeweg, C.I. Sánchez, P.A. de Jong, P. Maduskar and B. van Ginneken - Medical Image Analysis 2012;16:1490 - 1502 Abstract/PDF - DOI - PMID

Fusion of local and global detection systems to detect tuberculosis in chest radiographs.

L. Hogeweg, C. Mol, P.A. de Jong, R. Dawson, H. Ayles and B. van Ginneken - Medical Image Computing and Computer-Assisted Intervention, volume 6363 of Lecture Notes in Computer Science, 2010, pages 650-657 Abstract/PDF - DOI - PMID

Rib suppression in chest radiographs to improve classification of textural abnormalities.

L. Hogeweg, C. Mol, P.A. de Jong and B. van Ginneken - Medical Imaging, volume 7624 of Proceedings of the SPIE, 2010, pages 76240Y1-76240Y6 Abstract/PDF - DOI

Dissimilarity-based classification in the absence of local ground truth: application to the diagnostic interpretation of chest radiographs.

Y. Arzhaeva, D.M.J. Tax and B. van Ginneken - Pattern Recognition 2009;42:1768-1776 Abstract/PDF - DOI

Computer-aided detection of interstitial abnormalities in chest radiographs using a reference standard based on computed tomography.

Y. Arzhaeva, M. Prokop, D.M.J. Tax, P.A. de Jong, C.M. Schaefer-Prokop and B. van Ginneken - Medical Physics 2007;34:4798-4809 Abstract/PDF - DOI - PMID

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

B. van Ginneken, M.B. Stegmann and M. Loog - Medical Image Analysis 2006;10:19-40 Abstract/PDF - DOI - PMID

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

B. van Ginneken, S. Katsuragawa, B.M. ter Haar Romeny, K. Doi and M.A. Viergever - IEEE Transactions on Medical Imaging 2002;21:139-149 Abstract/PDF - DOI - PMID