Learning COPD sensitive filters in pulmonary CT

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5762 LNCS, Issue PART 2, 2009, Pages 699-706

  Sørensen, Lauge ^a   Lo, Pechin ^a   Ashraf, Haseem ^b   Sporring, Jon ^a   Nielsen, Mads ^a   De Bruijne, Marleen ^a,c  

^a UNIVERSITY OF COPENHAGEN   (Denmark)

^b GENTOFTE UNIVERSITY HOSPITAL   (Denmark)

^c ERASMUS MEDICAL CENTER   (Netherlands)

Author keywords

[No Author keywords available]

Indexed keywords

CHRONIC OBSTRUCTIVE PULMONARY DISEASE; CLASSIFICATION ACCURACY; COMPUTED TOMOGRAPHY; HUMAN EXPERT; LARGE DATA; SPATIAL CORRELATIONS; TEXTURE FEATURES; VISUAL INSPECTION;

MEDICAL COMPUTING; SUPERVISED LEARNING; TEXTURES; VISUAL COMMUNICATION;

COMPUTERIZED TOMOGRAPHY;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; CHRONIC OBSTRUCTIVE LUNG DISEASE; COMPUTER ASSISTED DIAGNOSIS; COMPUTER ASSISTED TOMOGRAPHY; HUMAN; IMAGE QUALITY; LUNG; METHODOLOGY; RADIOGRAPHY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; THORAX RADIOGRAPHY;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; HUMANS; LUNG; PATTERN RECOGNITION, AUTOMATED; PULMONARY DISEASE, CHRONIC OBSTRUCTIVE; RADIOGRAPHIC IMAGE ENHANCEMENT; RADIOGRAPHIC IMAGE INTERPRETATION, COMPUTER-ASSISTED; RADIOGRAPHY, THORACIC; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; TOMOGRAPHY, X-RAY COMPUTED;

EID: 84855381123     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-04271-3_85     Document Type: Conference Paper

References (13)

1. Dirksen, A., Holstein-Rathlou, N.H., Madsen, F., Skovgaard, L.T., Ulrik, C.S., Heckscher, T., Kok-Jensen, A.: Long-range correlations of serial FEV1 measurements in emphysematous patients and normal subjects. J. Appl. Physiol. 85(1), 259-265 (1998)
2. Webb, W.R., Müller, N., Naidich, D.: High-Resolution CT of the Lung, 3rd edn. Lippincott Williams & Wilkins (2001)
3. Blechschmidt, R.A., Werthschützky, R., Lörcher, U.: Automated CT image evaluation of the lung: a morphology-based concept. IEEE Trans. Med. Imaging 20(5), 434-442 (2001)
4. Mendonça, P.R.S., Padfield, D.R., Ross, J.C., Miller, J.V., Dutta, S., Gautham, S.M.: Quantification of emphysema severity by histogram analysis of CT scans. In: Duncan, J.S., Gerig, G. (eds.) MICCAI 2005. LNCS, vol. 3749, pp. 738-744. Springer, Heidelberg (2005)
5. Xu, Y., Sonka, M., McLennan, G., Guo, J., Hoffman, E.A.: MDCT-based 3-D texture classification of emphysema and early smoking related lung pathologies. IEEE Trans. Med. Imaging 25(4), 464-475 (2006)
6. Sørensen, L., Shaker, S.B., de Bruijne, M.: Texture classification in lung CT using local binary patterns. In: Metaxas, D., Axel, L., Fichtinger, G., Székely, G. (eds.) MICCAI 2008, Part I. LNCS, vol. 5241, pp. 934-941. Springer, Heidelberg (2008)
7. Park, Y.S., Seo, J.B., Kim, N., Chae, E.J., Oh, Y.M., Lee, S.D., Lee, Y., Kang, S.H.: Texture-based quantification of pulmonary emphysema on high-resolution computed tomography: Comparison with density-based quantification and correlation with pulmonary function test. Investigative Radiology 43(6), 395-402 (2008) (Pubitemid 351769897)
8. ter Haar Romeny, B.M.: Applications of scale-space theory. In: Gaussian Scale-Space Theory, pp. 3-19. Kluwer Academic Publishers, Dordrecht (1997)
9. Hu, S., Hoffman, E., Reinhardt, J.: Automatic lung segmentation for accurate quantitation of volumetric X-ray CT images. IEEE Trans. Med. Imaging 20(6), 490-498 (2001)
10. Knutsson, H., Westin, C.F.: Normalized and differential convolution: Methods for interpolation and filtering of incomplete and uncertain data. In: CVPR, June 1993, pp. 515-523 (1993)
11. Ojala, T., Pietikäinen, M., Harwood, D.: A comparative study of texture measures with classification based on featured distributions. Pattern Recognition 29(1), 51-59 (1996) (Pubitemid 126402562)
12. Pedersen, J.H., Ashraf, H., Dirksen, A., Bach, K., Hansen, H., Toennesen, P., Thorsen, H., Brodersen, J., Skov, B.G., Døssing, M., Mortensen, J., Richter, K., Clementsen, P., Seersholm, N.: The Danish randomized lung cancer CT screening trial-overall design and results of the prevalence round. J. Thorac. Oncol. 4(5), 608-614 (2009)
13. Rabe, K.F., Hurd, S., Anzueto, A., Barnes, P.J., Buist, S.A., Calverley, P., Fukuchi, Y., Jenkins, C., Rodriguez-Roisin, R., van Weel, C., Zielinski, J.: Global strategy for the diagnosis, management, and prevention of chronic obstructive pulmonary disease: GOLD executive summary. Am. J. Respir. Crit. Care Med. 176(6), 532-555 (2007)