Global assessment of cardiac function using image statistics in MRI

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

Volumn 7511 LNCS, Issue , 2012, Pages 535-543

  Afshin, Mariam ^a,c   Ben Ayed, Ismail ^b   Islam, Ali ^a   Goela, Aashish ^a   Peters, Terry M ^a,c   Li, Shuo ^b  

^a UNIVERSITY OF WESTERN ONTARIO   (Canada)

^b GE HEALTHCARE   (Canada)

^c ROBARTS RESEARCH INSTITUTE   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

DIAGNOSIS; HEART; LEARNING SYSTEMS; MAGNETIC RESONANCE IMAGING; MEDICAL COMPUTING; MEDICAL IMAGING; NEURAL NETWORKS; PETROLEUM RESERVOIR EVALUATION;

AUTOMATIC SEGMENTATIONS; BHATTACHARYYA COEFFICIENT; CARDIO-VASCULAR DISEASE; COMPREHENSIVE EVALUATION; EJECTION FRACTION; IMAGE DISTRIBUTIONS; MACHINE LEARNING TECHNIQUES; MANUAL SEGMENTATION;

IMAGE SEGMENTATION;

ALGORITHM; ARTICLE; BIOLOGICAL MODEL; COMPUTER ASSISTED DIAGNOSIS; COMPUTER SIMULATION; HEART LEFT VENTRICLE FUNCTION; HEART STROKE VOLUME; HUMAN; IMAGE ENHANCEMENT; METHODOLOGY; NUCLEAR MAGNETIC RESONANCE IMAGING; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; STATISTICAL ANALYSIS; STATISTICAL MODEL;

ALGORITHMS; COMPUTER SIMULATION; DATA INTERPRETATION, STATISTICAL; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MODELS, CARDIOVASCULAR; MODELS, STATISTICAL; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; STROKE VOLUME; VENTRICULAR DYSFUNCTION, LEFT;

EID: 84872915917     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-33418-4_66     Document Type: Conference Paper

References (13)

1. Andreopoulos, A., Tsotsos, J.K.: Efficient and generalizable statistical models of shape and appearance for analysis of cardiac MRI. Medical Image Analysis 12(3), 335–357 (2008)
2. Ben Ayed, I., Li, S., Ross, I.: Embedding overlap priors in variational left ventricle tracking. IEEE Transaction on Medical Imaging 28(12), 1902–1913 (2009)
3. Ben Ayed, I., Li, S., Ross, I.G.: A statistical overlap prior for variational image segmentation. International Journal of Computer Vision 85(1), 115–132 (2009)
4. Ben Ayed, I., Punithakumar, K., Li, S., Islam, A., Chong, J.: Left Ventricle Segmentation via Graph Cut Distribution Matching. In: Yang, G.-Z., Hawkes, D., Rueckert, D., Noble, A., Taylor, C. (eds.) MICCAI 2009, Part II. LNCS, vol. 5762, pp. 901–909. Springer, Heidelberg (2009)
5. Fausett, L. (ed.): Fundamentals of neural networks: architectures, algorithms, and applications. Prentice-Hall, Inc. (1994)
6. Fradkin, M., Ciofolo, C., Mory, B., Hautvast, G., Breeuwer, M.: Comprehensive Segmentation of Cine Cardiac MR Images. In: Metaxas, D., Axel, L., Fichtinger, G., Székely, G. (eds.) MICCAI 2008, Part I. LNCS, vol. 5241, pp. 178–185. Springer, Heidelberg (2008)
7. Han, H.C., Martin, R.P., Lerakis, G., Lerakis, S.: Prediction of the left ventricular ejection fraction improvement using echocardiography and mechanical modeling. Journal of the American Society of Echocardiography 18(7), 718–721 (2005)
8. Lee, H.Y., Codella, N., Cham, M., Weinsaft, J., Wang, Y.: Automatic left ventricle segmentation using iterative thresholding and an active contour model with adaptation on short-axis cardiac MRI. IEEE Transactions on Biomedical Engineering 57(4), 905–913 (2010)
9. Lynch, M., Ghita, O., Whelan, P.: Automatic segmentation of the left ventricle cavity and myocardium in MRI data. Computers in Biology and Medicine 36(4), 389–407 (2006)
10. Michailovich, O., Yogesh, R., Tannenbaum, A.: Image segmentation using active contours driven by the bhattacharyya gradient flow. IEEE Transaction on Image Processing 16(11), 2787–2801 (2007)
11. Pednekar, A., Muthupillai, R., Lenge, V.V., Kakadiaris, I.A., Flamm, S.D.: Automatic identification of the left ventricle in cardiac cine-MR images: Dual-contrast cluster analysis and scout-geometry approaches. Journal of Magnetic Resonance Imaging 23(5), 641–651 (2006)
12. Petitjean, C., Dacher, J.N.: A review of segmentation methods in short axis cardiac MR images. Medical Image Analysis 15(2), 169–184 (2011)
13. Zhu-Jacquot, J., Zabih, R.: Segmentation of the left ventricle in cardiac MR images using graph cuts with parametric shape priors. In: ICASSP, pp. 521–524 (2008)