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Volumn 33, Issue 2, 2014, Pages 481-494

Regional assessment of cardiac left ventricular myocardial function via MRI statistical features

Author keywords

Bhattacharyya coefficient; Image statistics; Linear discriminant analysis (LDA); Linear support vector machine (LSVM); Magnetic resonance imaging (MRI); Regional wall motion abnormality detection

Indexed keywords

ADOLESCENT; ADULT; AGED; ALGORITHMS; DISCRIMINANT ANALYSIS; FEMALE; HEART; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MALE; MIDDLE AGED; SUPPORT VECTOR MACHINES; VENTRICULAR FUNCTION, LEFT; YOUNG ADULT;

EID: 84894041326     PISSN: 02780062     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMI.2013.2287793     Document Type: Article
Times cited : (79)

References (36)
  • 1
    • 4444256649 scopus 로고    scopus 로고
    • Quantifying the heart failure epidemic: Prevalence, incidence rate, lifetime risk and prognosis of heart failure - The Rotterdam Study
    • DOI 10.1016/j.ehj.2004.06.038, PII S0195668X04004452
    • G. S. Bleumink, A. M. Knetsch, M. C. Sturkenboom, S. M. Straus, A. Hofman, J. W. Deckers, J. C. Witteman, and B. H. Stricker, "Quantifying the heart failure epidemic: Prevalence, incidence rate, lifetime risk and prognosis of heart failure-The Rotterdam study," Eur. Heart J., vol. 25, pp. 1614-1619, 2004. (Pubitemid 39209281)
    • (2004) European Heart Journal , vol.25 , Issue.18 , pp. 1614-1619
    • Bleumink, G.S.1    Knetsch, A.M.2    Sturkenboom, M.C.J.M.3    Straus, S.M.J.M.4    Hofman, A.5    Deckers, J.W.6    Witteman, J.C.M.7    Stricker, B.H.Ch.8
  • 2
    • 13244268948 scopus 로고    scopus 로고
    • Left ventricular form and function: Scientific priorities and strategic planning for development of new views of disease
    • G. Buckberg, "Left ventricular form and function: Scientific priorities and strategic planning for development of new views of disease," Circulation, vol. 110, pp. e333-e336, 2004.
    • (2004) Circulation , vol.110
    • Buckberg, G.1
  • 3
    • 0037192118 scopus 로고    scopus 로고
    • Standardized myocardial sementation and nomenclature for tomographic imaging of the heart: A Statement for Healthcare Professionals from the Cardiac Imaging Committee of the Council on Clinical Cardiology of the American Heart Association
    • DOI 10.1161/hc0402.102975
    • M. D. Cerqueira, N. J. Weissman, V. Dilsizian, A. K. Jacobs, S. Kaul, W. K. Laskey, D. J. Pennell, J. A. Rumberger, T. Ryan, and M. Verani, "Standardized myocardial segmentation and nomenclature for tomographic imaging of the heart: A statement for healthcare professionals from the cardiac imaging committee of the council on clinical cardiology of the American Heart Association," Circulation, vol. 105, no. 4, pp. 539-542, 2002. (Pubitemid 34262671)
    • (2002) Circulation , vol.105 , Issue.4 , pp. 539-542
    • Cerqueira, M.D.1    Weissman, N.J.2    Dilsizian, V.3    Jacobs, A.K.4    Kaul, S.5    Laskey, W.K.6    Pennell, D.J.7    Rumberger, J.A.8    Ryan, T.9    Verani, M.S.10
  • 5
    • 36849081434 scopus 로고    scopus 로고
    • Interobserver variability in assessing segmental function can be reduced by combining visual analysis of CMR cine sequences with corresponding parametric images of myocardial contraction
    • DOI 10.1080/10976640701693626, PII 786992413
    • A. B. Redheuil, N. Kachenoura, R. Laporte, A. Azarine, X. Lyon, O. Jolivet, F. Frouin, and E. Mousseaux, "Interobserver variability in assessing segmental function can be reduced by combining visual analysis of CMR cine sequences with corresponding parametric images of myocardial contraction," J. Cardiovas. Magn. Reson., vol. 9, no. 6, pp. 863-872, 2007. (Pubitemid 350232931)
    • (2007) Journal of Cardiovascular Magnetic Resonance , vol.9 , Issue.6 , pp. 863-872
    • Redheuil, A.B.1    Kachenoura, N.2    Laporte, R.3    Azarine, A.4    Lyon, X.5    Jolivet, O.6    Frouin, F.7    Mousseaux, E.8
  • 6
    • 79551681049 scopus 로고    scopus 로고
    • Identifying regional cardiac abnormalities from myocardial strainsusing spatio-temporal tensor analysis
    • Z. Qian, Q. Liu, D. N. Metaxas, and L. Axel, "Identifying regional cardiac abnormalities from myocardial strainsusing spatio-temporal tensor analysis," in Proc.MICCAI 2008, 2008, vol. 5241, pp. 789-797.
    • (2008) Proc.MICCAI 2008 , vol.5241 , pp. 789-797
    • Qian, Z.1    Liu, Q.2    Metaxas, D.N.3    Axel, L.4
  • 7
    • 84859758930 scopus 로고    scopus 로고
    • Pattern recognition of abnormal left ventricle wall motion in cardiac MR
    • Y. Lu, P. Radau, K. Connelly, A. Dick, and G.Wright, "Pattern recognition of abnormal left ventricle wall motion in cardiac MR," in Proc. MICCAI 2009, 2009, vol. 5762, pp. 750-758.
    • (2009) Proc. MICCAI 2009 , vol.5762 , pp. 750-758
    • Lu, Y.1    Radau, P.2    Connelly, K.3    Dick, A.4    Wright, G.5
  • 8
    • 63849268641 scopus 로고    scopus 로고
    • Automated detection of regionalwallmotion abnormalities based on a statisticalmodel applied tomultislice short-axis cardiacMR images
    • Apr.
    • A. Suinesiaputra, A. Frangi, T. Kaandorp, H. Lamb, J. Bax, J. Reiber, and B. Lelieveldt, "Automated detection of regionalwallmotion abnormalities based on a statisticalmodel applied tomultislice short-axis cardiacMR images," IEEE Trans. Med. Imag., vol. 28, no. 4, pp. 595-607, Apr. 2009.
    • (2009) IEEE Trans. Med. Imag. , vol.28 , Issue.4 , pp. 595-607
    • Suinesiaputra, A.1    Frangi, A.2    Kaandorp, T.3    Lamb, H.4    Bax, J.5    Reiber, J.6    Lelieveldt, B.7
  • 10
    • 84875249821 scopus 로고    scopus 로고
    • Regional heart motion abnormality detection via information measures and unscented Kalman filtering
    • K. Punithakumar, I. B. Ayed, A. Islam, I. G. Ross, and S. Li, "Regional heart motion abnormality detection via information measures and unscented Kalman filtering," in Proc. MICCAI 2010, 2010, vol. 6361, pp. 409-417.
    • (2010) Proc. MICCAI 2010 , vol.6361 , pp. 409-417
    • Punithakumar, K.1    Ayed, I.B.2    Islam, A.3    Ross, I.G.4    Li, S.5
  • 11
    • 78650882654 scopus 로고    scopus 로고
    • An inter-landmark approach to 4-d shape extraction and interpretation: Application to myocardial motion assessment inMRI
    • Jan.
    • K. Lekadir, N. Keenan, D. Pennell, and G. Yang, "An inter-landmark approach to 4-d shape extraction and interpretation: Application to myocardial motion assessment inMRI," IEEE Trans. Med. Imag., vol. 30, no. 1, pp. 52-68, Jan. 2011.
    • (2011) IEEE Trans. Med. Imag. , vol.30 , Issue.1 , pp. 52-68
    • Lekadir, K.1    Keenan, N.2    Pennell, D.3    Yang, G.4
  • 12
    • 14844351902 scopus 로고    scopus 로고
    • Computer-aided diagnosis via model-based shape analysis: Automated classification of wall motion abnormalities in echocardiograms
    • DOI 10.1016/j.acra.2004.11.025
    • J. G. Bosch, F. Nijland, S. C. Mitchell, B. P. Lelieveldt, O. Kamp, J. H. Reiber, and M. Sonka, "Computer-aided diagnosis via model-based shape analysis: Automated classification of wall motion abnormalities in echocardiograms," Acad. Radiol., vol. 12, no. 3, pp. 358-367, 2005. (Pubitemid 40353766)
    • (2005) Academic Radiology , vol.12 , Issue.3 , pp. 358-367
    • Bosch, J.G.1    Nijland, F.2    Mitchell, S.C.3    Lelieveldt, B.P.F.4    Kamp, O.5    Reiber, J.H.C.6    Sonka, M.7
  • 13
    • 79551682462 scopus 로고    scopus 로고
    • Localized shape variations for classifying wall motion in echocardiograms
    • K. Y. Leung and J. G. Bosch, "Localized shape variations for classifying wall motion in echocardiograms," in Proc. MICCAI 2007, 2007, vol. 4791, pp. 52-59.
    • (2007) Proc. MICCAI 2007 , vol.4791 , pp. 52-59
    • Leung, K.Y.1    Bosch, J.G.2
  • 14
    • 51049106372 scopus 로고    scopus 로고
    • Local wall motion classification of stress echocardiography using a hidden Markov model approach
    • S. Mansor and J. Noble, "Local wall motion classification of stress echocardiography using a hidden Markov model approach," in Proc. IEEE Int. Symp. Biomed. Imag.: From Nano to Macro, 2008, pp. 1295-1298.
    • (2008) Proc. IEEE Int. Symp. Biomed. Imag.: From Nano to Macro , pp. 1295-1298
    • Mansor, S.1    Noble, J.2
  • 15
    • 79960579344 scopus 로고    scopus 로고
    • Automated regional wall motion abnormality detection by combining rest and stress cardiac MRI: Correlation with contrast-enhanced MRI
    • A. Suinesiaputra, A. F. Frangi, T. A. Kaandorp, H. J. Lamb, J. J. Bax, J. H. Reiber, and B. P. Lelieveldt, "Automated regional wall motion abnormality detection by combining rest and stress cardiac MRI: Correlation with contrast-enhanced MRI," J. Magn. Reson. Imag., vol. 34, no. 2, pp. 270-278, 2011.
    • (2011) J. Magn. Reson. Imag. , vol.34 , Issue.2 , pp. 270-278
    • Suinesiaputra, A.1    Frangi, A.F.2    Kaandorp, T.A.3    Lamb, H.J.4    Bax, J.J.5    Reiber, J.H.6    Lelieveldt, B.P.7
  • 16
    • 79851510761 scopus 로고    scopus 로고
    • A review of segmentation methods in short axis cardiac MR images
    • C. Petitjean and J.-N. Dacher, "A review of segmentation methods in short axis cardiac MR images," Med. Image Anal., vol. 15, no. 2, pp. 169-184, 2011.
    • (2011) Med. Image Anal. , vol.15 , Issue.2 , pp. 169-184
    • Petitjean, C.1    Dacher, J.-N.2
  • 18
    • 36348964934 scopus 로고    scopus 로고
    • Image segmentation using active contours driven by the Bhattacharyya gradient flow
    • DOI 10.1109/TIP.2007.908073
    • O. Michailovich,R.Yogesh, andA.Tannenbaum, "Image segmentation using active contours driven by the Bhattacharyya gradient flow," IEEE Trans. Image Process., vol. 16, no. 11, pp. 2787-2801, Nov. 2007. (Pubitemid 350141851)
    • (2007) IEEE Transactions on Image Processing , vol.16 , Issue.11 , pp. 2787-2801
    • Michailovich, O.1    Rathi, Y.2    Tannenbaum, A.3
  • 19
    • 67650627744 scopus 로고    scopus 로고
    • A statistical overlap prior for variational image segmentation
    • I. Ben Ayed, S. Li, and I. Ross, "A statistical overlap prior for variational image segmentation," Int. J. Comput. Vis., vol. 85, no. 1, pp. 115-132, 2009.
    • (2009) Int. J. Comput. Vis. , vol.85 , Issue.1 , pp. 115-132
    • Ben Ayed, I.1    Li, S.2    Ross, I.3
  • 20
    • 33748336501 scopus 로고    scopus 로고
    • Feature reduction via generalized uncorrelated linear discriminant analysis
    • DOI 10.1109/TKDE.2006.160, 1683768
    • J. Ye, R. Janardan, Q. Li, and H. Park, "Feature reduction via generalized uncorrelated linear discriminant analysis," IEEE Trans. Knowl. Data Eng., vol. 18, no. 10, pp. 1312-1322, Oct. 2006. (Pubitemid 44335197)
    • (2006) IEEE Transactions on Knowledge and Data Engineering , vol.18 , Issue.10 , pp. 1312-1322
    • Ye, J.1    Janardan, R.2    Li, Q.3    Park, H.4
  • 21
    • 77952289229 scopus 로고    scopus 로고
    • Automated classification of multi-spectral MR images using linear discriminant analysis
    • G. C. Lin, W. J. Wang, C. M. Wang, and S. Y. Sun, "Automated classification of multi-spectral MR images using linear discriminant analysis," Comput. Med. Imag. Graph., vol. 34, pp. 251-268, 2010.
    • (2010) Comput. Med. Imag. Graph. , vol.34 , pp. 251-268
    • Lin, G.C.1    Wang, W.J.2    Wang, C.M.3    Sun, S.Y.4
  • 22
    • 60349120338 scopus 로고    scopus 로고
    • Modified linear discriminant analysis approaches for classification of high-dimensional microarray data
    • P. Xu, G. N. Brock, and R. S. Parrish, "Modified linear discriminant analysis approaches for classification of high-dimensional microarray data," Computat. Stat. Data Anal., vol. 53, pp. 1674-1687, 2009.
    • (2009) Computat. Stat. Data Anal. , vol.53 , pp. 1674-1687
    • Xu, P.1    Brock, G.N.2    Parrish, R.S.3
  • 23
    • 63749124365 scopus 로고    scopus 로고
    • Cardiac arrhythmia diagnosis method using linear discriminant analysis on ecg signals
    • Y.-C. Yeh, W.-J. Wang, and C. W. Chiou, "Cardiac arrhythmia diagnosis method using linear discriminant analysis on ecg signals," Measurement, vol. 42, pp. 778-789, 2009.
    • (2009) Measurement , vol.42 , pp. 778-789
    • Yeh, Y.-C.1    Wang, W.-J.2    Chiou, C.W.3
  • 24
    • 0041328237 scopus 로고    scopus 로고
    • Face recognition using LDA mixture model
    • DOI 10.1016/S0167-8655(03)00126-0
    • H.-C. Kim, D. Kim, and S. Y. Bang, "Face recognition using LDA mixture model," Pattern Recognit. Lett., vol. 24, pp. 2815-2821, 2003. (Pubitemid 37027801)
    • (2003) Pattern Recognition Letters , vol.24 , Issue.15 , pp. 2815-2821
    • Kim, H.-C.1    Kim, D.2    Bang, S.Y.3
  • 25
    • 0242712308 scopus 로고    scopus 로고
    • Support vector machines for hyperspectral image classification with spectral-based kernels methods," in
    • G. Mercier and M. Lennon, "Support vector machines for hyperspectral image classification with spectral-based kernels methods," in Proc. IEEE Int. Geosci. Remote Sens. Symp., 2003, pp. 288-290.
    • (2003) Proc. IEEE Int. Geosci. Remote Sens. Symp. , pp. 288-290
    • Mercier, G.1    Lennon, M.2
  • 26
    • 34347378883 scopus 로고    scopus 로고
    • Recognition of electromyographic signals using cascaded kernel learning machine
    • Y. H. Liu, H. P. Huang, and C. H. Weng, "Recognition of electromyographic signals using cascaded kernel learning machine," IEEE-ASME Trans. Mechatron., vol. 12, pp. 253-264, 2007.
    • (2007) IEEE-ASME Trans. Mechatron. , vol.12 , pp. 253-264
    • Liu, Y.H.1    Huang, H.P.2    Weng, C.H.3
  • 27
    • 34248592215 scopus 로고    scopus 로고
    • A cascade learning system for classification of diabetes disease: Generalized Discriminant Analysis and Least Square Support Vector Machine
    • DOI 10.1016/j.eswa.2006.09.012, PII S0957417406002995
    • K. Polat, S. Güneş, and A. Arslan, "A cascade learning system for classification of diabetes disease: Generalized discriminant analysis and least square support vector machine," Expert Syst. Appl., vol. 34, pp. 482-487, 2008. (Pubitemid 46756277)
    • (2008) Expert Systems with Applications , vol.34 , Issue.1 , pp. 482-487
    • Polat, K.1    Gunes, S.2    Arslan, A.3
  • 28
    • 34250618313 scopus 로고    scopus 로고
    • A novel approach to estimation of E coli promoter gene sequences: Combining feature selection and least square support vector machine (FS-LSSVM)
    • DOI 10.1016/j.amc.2007.02.033, PII S0096300307001944
    • K. Polat and S. Günes, "A novel approach to estimation of e. coli promoter gene sequences: Combining feature selection and least square support vector machine," Appl. Math. Computat., vol. 190, no. 2, pp. 1574-1582, 2007. (Pubitemid 46935897)
    • (2007) Applied Mathematics and Computation , vol.190 , Issue.2 , pp. 1574-1582
    • Polat, K.1    Gunes, S.2
  • 31
    • 33750126621 scopus 로고    scopus 로고
    • A combined SVM and LDA approach for classification
    • DOI 10.1109/IJCNN.2005.1556089, 1556089, Proceedings of the International Joint Conference on Neural Networks, IJCNN 2005
    • T. Xiong and V. Cherkassky, "A combined SVM and LDA approach for classification," in Proc. IEEE Int. Joint Conf. Neural Netw., 2005, vol. 3, pp. 1455-1459. (Pubitemid 44591413)
    • (2005) Proceedings of the International Joint Conference on Neural Networks , vol.3 , pp. 1455-1459
    • Xiong, T.1    Cherkassky, V.2
  • 32
    • 0042024924 scopus 로고    scopus 로고
    • LDA/SVM driven nearest neighbor classification
    • Jul.
    • J. Peng, D. Heisterkamp, and H. K. Dai, "LDA/SVM driven nearest neighbor classification," IEEE Trans. Neural Netw., vol. 14, no. 4, pp. 940-942, Jul. 2003.
    • (2003) IEEE Trans. Neural Netw. , vol.14 , Issue.4 , pp. 940-942
    • Peng, J.1    Heisterkamp, D.2    Dai, H.K.3
  • 34
    • 18544372466 scopus 로고    scopus 로고
    • Understanding interobserver agreement: The kappa statistic
    • A. J. Viera and J. M. Garret, "Understanding interobserver agreement: The kappa statistic," Family Med., vol. 37, no. 5, pp. 360-363, 2005. (Pubitemid 40656185)
    • (2005) Family Medicine , vol.37 , Issue.5 , pp. 360-363
    • Viera, A.J.1    Garrett, J.M.2
  • 35
    • 84875244428 scopus 로고    scopus 로고
    • Regional heart motion abnormality detection: An information theoretic approach
    • K. Punithakumar, I. B. Ayed, A. Islam, A. Goela, I. G. Ross, J. Chong, and S. Li, "Regional heart motion abnormality detection: An information theoretic approach," Med. Image Anal., vol. 17, no. 3, pp. 311-324, 2013.
    • (2013) Med. Image Anal. , vol.17 , Issue.3 , pp. 311-324
    • Punithakumar, K.1    Ayed, I.B.2    Islam, A.3    Goela, A.4    Ross, I.G.5    Chong, J.6    Li, S.7


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