Detection of interstitial lung disease in PA chest radiographs

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 5368, Issue 2, 2004, Pages 848-855

  Loog, Marco ^a   Van Ginneken, Bram ^a   Nielsen, Mads ^b  

^a UNIVERSITY MEDICAL CENTER UTRECHT   (Netherlands)

^b IT UNIVERSITY OF COPENHAGEN   (Denmark)

Author keywords

Chest radiograph; Interstitial disease; Pixel classification; Probability fusion; Signal detection; Statistical pattern recognition

Indexed keywords

ALGORITHMS; COMPUTER AIDED DIAGNOSIS; DATABASE SYSTEMS; IMAGE ANALYSIS; PATTERN RECOGNITION; PULMONARY DISEASES;

CHEST RADIOGRAPH; INTERSTITIAL DISEASE; PIXEL CLASSIFICATION; PROBABILITY FUSION; STATISTICAL PATTERN RECOGNITION;

DIAGNOSTIC RADIOGRAPHY;

EID: 3042664699     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.535307     Document Type: Conference Paper

References (19)

1. T. Ishida, S. Katsuragawa, K. Ashizawa, H. MacMahon, and K. Doi, "Application of artificial neural networks for quantitative analysis of image data in chest radiographs for detection of interstitial lung disease," Journal of Digital Imaging 11(4), pp. 182-192, 1998.
2. S. Katsuragawa, K. Doi, H. MacMahon, L. Monnier-Cholley, T. Ishida, and T. Kobayashi, "Classification of normal and abnormal lungs with interstitial diseases by rule-based method and artificial neural networks," Journal of Digital Imaging 10(3), pp. 108-114, 1997.
3. B. van Ginneken, S. Katsuragawa, B. M. ter Haar Romeny, K. Doi, and M. A. Viergever, "Automatic detection of abnormalities in chest radiographs using local texture analysis," IEEE Transactions on Medical Imaging 21(2), pp. 139-149, 2002.
4. H. H. Barrett and C. K. Abbey, "Bayesian detection of random signals on random backgrounds," in IPMI, J. S. Duncan and G. Gindi, eds., Lecture Notes in Computer Science 1230, pp. 155-166, Springer, 1997.
5. H. V. Poor, An Introduction to Signal Detection and Estimation, Springer-Verlag, New York. Berlin. Heidelberg, 1988.
6. H. L. V. Trees, Detection, Estimation and Modulation Theory, vol. 1-3, Wiley and Sons, New York, 1971.
7. A. K. Jain, R. P. W. Duin, and J. Mao, "Statistical pattern recognition: A review," IEEE Transactions on Pattern Analysis and Machine Intelligence 22(1), pp. 4-37, 2000.
8. L. Kuncheva, "A theoretical study on six fusion strategies," IEEE Transactions on Pattern Analysis and Machine Intelligence 24(2), pp. 281-286, 2002.
9. L. Xu, A. Krzyzak, and C. Y. Suen, "Methods of combining multiple classifiers and their applications to handwriting recognition," IEEE Transactions on Systems, Man and Cybernetics 22(3), pp. 418-435, 1992.
10. J. Kittler, M. Hatef, R. Duin, and J. Matas, "On combining classifiers," IEEE Transactions on Pattern Analysis and Machine Intelligence 20(3), pp. 226-239, 1998.
11. M. Loog and B. van Ginneken, "Static posterior probability fusion for signal detection, applications in the detection of interstitial diseases in chest radiographs." submitted, 2004.
12. I. N. B. (ed.), Handbook of Medical Image Processing, Academic Press, 2000.
13. M. Sonka and J. M. F. (eds.), Medical Image Processing and Analysis, vol. 2 of Handbook of Medical Imaging, SPIE, Bellingham, Washington, 2000.
14. P. A. Devijver and J. Kittler, Pattern recognition: a statistical approach, Prentice-Hall, 1982.
15. K. Fukunaga, Introduction to Statistical Pattern Recognition, Academic Press, New York, 1990.
16. L. I. Kuncheva, C. J. Whitaker, C. A. Shipp, and R. P. W. Duin, "Is independence good for combining classifiers?," in Proceedings of the 15th IAPR International Conference on Pattern Recognition, 2, pp. 168-171, 2000.
17. J. Besag, "On the statistical analysis of dirty pictures," Journal of the Royal Statistical Society. Series B 48(3), pp. 259-279, 1986.
18. J. Marroquin, S. Mitter, and T. Poggio, "Probabilistic solution of ill-posed problems in computational vision," Journal of the American Statistical Association 82(397), pp. 76-89, 1987.
19. G. Winkler, Image Analysis, Random Fields and Dynamic Monte Carlo Methods, no. 27 in Applications of mathematics, Springer-Verlag, Berlin . Heidelberg, 1995.