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Volumn 35, Issue 11, 2013, Pages 2592-2607

Combining multiple dynamic models and deep learning architectures for tracking the left ventricle endocardium in ultrasound data

Author keywords

deep belief networks; discriminative classifiers; dynamical model; Left ventricle segmentation; particle filters

Indexed keywords

DEEP BELIEF NETWORKS; DISCRIMINATIVE CLASSIFIERS; DYNAMICAL MODEL; LEFT VENTRICLES; PARTICLE FILTER;

EID: 84884546164     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2013.96     Document Type: Article
Times cited : (124)

References (76)
  • 1
    • 33746885878 scopus 로고    scopus 로고
    • Ultrasound image segmentation: A survey
    • DOI 10.1109/TMI.2006.877092, 1661695
    • J.A. Noble and D. Boukerroui, "Ultrasound Image Segmentation: A Survey," IEEE Trans. Medical Imaging, vol. 25, no. 8, pp. 987- 1010, Aug. 2006. (Pubitemid 44192172)
    • (2006) IEEE Transactions on Medical Imaging , vol.25 , Issue.8 , pp. 987-1010
    • Noble, J.A.1    Boukerroui, D.2
  • 2
    • 0036879771 scopus 로고    scopus 로고
    • Automatic segmentation of echocardiographic sequences by active appearance motion models
    • Nov
    • J. Bosch, S. Mitchell, B. Lelieveldt, F. Nijland, O. Kamp, M. Sonka, and J. Reiber, "Automatic Segmentation of Echocardiographic Sequences by Active Appearance Motion Models," IEEE Trans. Medical Imaging, vol. 21, no. 11, pp. 1374-1383, Nov. 2002.
    • (2002) IEEE Trans. Medical Imaging , vol.21 , Issue.11 , pp. 1374-1383
    • Bosch, J.1    Mitchell, S.2    Lelieveldt, B.3    Nijland, F.4    Kamp, O.5    Sonka, M.6    Reiber, J.7
  • 3
    • 0030153643 scopus 로고    scopus 로고
    • Tracking and motion analysis of the left ventricle with deformable superquadrics
    • E. Bardinet, L. Cohen, and N. Ayache, "Tracking and Motion Analysis of the Left Ventricle with Deformable Superquadratics," Medical Image Analysis, vol. 2, no. 1, pp. 129-149, 1996. (Pubitemid 126421960)
    • (1996) Medical Image Analysis , vol.1 , Issue.2 , pp. 129-149
    • Bardinet, E.1    Cohen, L.D.2    Ayache, N.3
  • 5
    • 0028919981 scopus 로고
    • A dynamic finite element surface model for segmentation and tracking in multidimensional medical images with application to 4-d image analysis
    • T. McInerney and D. Terzopoulos, "A Dynamic Finite Element Surface Model for Segmentation and Tracking in Multidimensional Medical Images with Application to 4-D Image Analysis," Computerized Medical Imaging and Graphics, vol. 1, no. 19, pp. 69-83, 1995.
    • (1995) Computerized Medical Imaging and Graphics , vol.1 , Issue.19 , pp. 69-83
    • McInerney, T.1    Terzopoulos, D.2
  • 6
    • 10844239822 scopus 로고    scopus 로고
    • 4D deformable models with temporal constraints: Application to 4D cardiac image segmentation
    • DOI 10.1016/j.media.2004.06.025, PII S1361841504000623
    • J. Montagnat and H. Delingette, "4D Deformable Models with Temporal Constraints: Application to 4D Cardiac Image Segmentation," Medical Image Analysis, vol. 9, pp. 87-100, 2005. (Pubitemid 40003896)
    • (2005) Medical Image Analysis , vol.9 , Issue.1 , pp. 87-100
    • Montagnat, J.1    Delingette, H.2
  • 7
    • 3142723329 scopus 로고    scopus 로고
    • Robust real-time myocardial border tracking for echocardiography: An information fusion approach
    • July
    • D. Comaniciu, X. Zhou, and S. Krishnan, "Robust Real-Time Myocardial Border Tracking for Echocardiography: An Information Fusion Approach," IEEE Trans. Medical Imaging, vol. 23, no. 7, pp. 849-860, July 2004.
    • (2004) IEEE Trans. Medical Imaging , vol.23 , Issue.7 , pp. 849-860
    • Comaniciu, D.1    Zhou, X.2    Krishnan, S.3
  • 8
    • 41649111716 scopus 로고    scopus 로고
    • Segmentation of the left ventricle of the heart in 3-d+t mri data using an optimized nonrigid temporal model
    • Feb
    • M. Lynch, O. Ghita, and P. Whelan, "Segmentation of the Left Ventricle of the Heart in 3-D+T MRI Data Using an Optimized Nonrigid Temporal Model," IEEE Trans. Medical Imaging, vol. 27, no. 2, pp. 195-203, Feb. 2008.
    • (2008) IEEE Trans. Medical Imaging , vol.27 , Issue.2 , pp. 195-203
    • Lynch, M.1    Ghita, O.2    Whelan, P.3
  • 9
    • 10844239822 scopus 로고    scopus 로고
    • 4-D deformable models with temporal constraints: Application to 4-d cardiac image segmentation
    • N. Paragios, "4-D Deformable Models with Temporal Constraints: Application to 4-D Cardiac Image Segmentation," Medical Image Analysis, vol. 9, no. 1, pp. 87-100, 2005.
    • (2005) Medical Image Analysis , vol.9 , Issue.1 , pp. 87-100
    • Paragios, N.1
  • 12
    • 0036489380 scopus 로고    scopus 로고
    • A shape-space-based approach to tracking myocardial borders and quantifying regional left-ventricular function applied in Echocardiography
    • DOI 10.1109/42.996341, PII S0278006202040867
    • G. Jacob, J.A. Noble, C. Behrenbruch, A.D. Kelion, and A.P. Banning, "A Shape-Space-Based Approach to Tracking Myocardial Borders and Quantifying Regional Left-Ventricular Function Applied in Echocardiography, " IEEE Trans. Medical Imaging, vol. 21, no. 3, pp. 226-238, Mar. 2002. (Pubitemid 34630840)
    • (2002) IEEE Transactions on Medical Imaging , vol.21 , Issue.3 , pp. 226-238
    • Jacob, G.1    Noble, J.A.2    Behrenbruch, C.3    Kelion, A.D.4    Banning, A.P.5
  • 13
    • 0030086419 scopus 로고    scopus 로고
    • Wall position and thickness estimation from sequences of echocardiographic images
    • PII S0278005296012256
    • J. Dias and J. Leitao, "Wall Position and Thickness Estimation from Sequences of Echocardiograms Images," IEEE Trans. Medical Imaging, vol. 15, no. 1, pp. 25-38, Feb. 1996. (Pubitemid 126780296)
    • (1996) IEEE Transactions on Medical Imaging , vol.15 , Issue.1 , pp. 25-38
    • Dias, J.M.B.1    Leitao, J.M.N.2
  • 14
    • 0024931636 scopus 로고
    • Automatic ventricular cavity boundary detection from sequential ultrasound images using simulated annealing
    • DOI 10.1109/42.41487
    • N. Friedland and D. Adam, "Automatic Ventricular Cavity Boundary Detection from Sequential Ultrasound Images Using Simulated Annealing," IEEE Trans. Medical Imaging, vol. 8, no. 4, pp. 344-353, Dec. 1989. (Pubitemid 20642538)
    • (1989) IEEE Transactions on Medical Imaging , vol.8 , Issue.4 , pp. 344-353
    • Friedland, N.1    Adam, D.2
  • 15
    • 0037290219 scopus 로고    scopus 로고
    • Anisotropic filtering for model-based segmentation of 4-D cylindrical echocardiographic images
    • J. Montagnat, M. Sermesant, H. Delingette, G. Maladain, and N. Ayache, "Anisotropic Filtering for Model-Based Segmentation of 4-D Cylindrical Echocardiographic Images," Pattern Recognition Letters, vol. 24, nos. 4/5, pp. 815-828, 2003.
    • (2003) Pattern Recognition Letters , vol.24 , Issue.4-5 , pp. 815-828
    • Montagnat, J.1    Sermesant, M.2    Delingette, H.3    Maladain, G.4    Ayache, N.5
  • 16
    • 0032711747 scopus 로고    scopus 로고
    • Automatic cardiac LV boundary detection and tracking using hybrid fuzzy temporal and fuzzy multiscale edge detection
    • DOI 10.1109/10.797997, PII S0018929499076466
    • S.K. Setarehdan and J.J. Soraghan, "Automatic Cardiac LV Boundary Detection and Tracking Using Hybrid Fuzzy Temporal and Fuzzy Multiscale Edge Detection," IEEE Trans. Biomedical Eng., vol. 46, no. 11, pp. 1364-1378, Nov. 1999. (Pubitemid 29501554)
    • (1999) IEEE Transactions on Biomedical Engineering , vol.46 , Issue.11 , pp. 1364-1378
    • Setarehdan, S.K.1    Soraghan, J.J.2
  • 17
    • 4444241321 scopus 로고    scopus 로고
    • Segmentation of 4D cardiac MR images using a probabilistic atlas and the EM algorithm
    • DOI 10.1016/j.media.2004.06.005, PII S1361841504000271
    • M. Lorenzo-Valdes, G. Sanchez-Ortiz, A. Elkington, R. Mohiaddin, and D. Rueckert, "Segmentation of 4D Cardiac MR Images Using a Probabilistic Atlas and the EM Algorithm," Medical Image Analysis, vol. 8, pp. 255-265, 2004. (Pubitemid 39185909)
    • (2004) Medical Image Analysis , vol.8 , Issue.3 , pp. 255-265
    • Lorenzo-Valdes, M.1    Sanchez-Ortiz, G.I.2    Elkington, A.G.3    Mohiaddin, R.H.4    Rueckert, D.5
  • 18
    • 54949089986 scopus 로고    scopus 로고
    • Learning the dynamics and time-recursive boundary detection of deformable objects
    • Nov
    • W. Sun, M. Cetin, R. Chan, and A. Willsky, "Learning the Dynamics and Time-Recursive Boundary Detection of Deformable Objects," IEEE Trans. Image Processing, vol. 17, no. 11, pp. 2186- 2200, Nov. 2008.
    • (2008) IEEE Trans. Image Processing , vol.17 , Issue.11 , pp. 2186-2200
    • Sun, W.1    Cetin, M.2    Chan, R.3    Willsky, A.4
  • 19
    • 77956009389 scopus 로고    scopus 로고
    • Multiple dynamic models for tracking the left ventricle of the heart from ultrasound data using particle filters and deep learning architectures
    • G. Carneiro and J.C. Nascimento, Multiple Dynamic Models for Tracking the Left Ventricle of the Heart from Ultrasound Data Using Particle Filters and Deep Learning Architectures, Proc. IEEE Conf. Computer Vision and Pattern Recognition, 2010.
    • (2010) Proc. IEEE Conf. Computer Vision and Pattern Recognition
    • Carneiro, G.1    Nascimento, J.C.2
  • 21
    • 26444487670 scopus 로고    scopus 로고
    • Segmenting and tracking the left ventricle by learning the dynamics in cardiac images
    • Information Processing in Medical Imaging: 19th International Conference, IPMI 2005. Proceedings
    • W. Sun, M. Cetin, R. Chan, V. Reddy, G. Holmvang, V. Chandar, and A. Willsky, "Segmenting and Tracking the Left Ventricle by Learning the Dynamics in Cardiac Images," Proc. 19th Int'l Conf. Information Processing in Medical Imaging, vol. 19, pp. 553-565, 2005. (Pubitemid 41425345)
    • (2005) Lecture Notes in Computer Science , vol.3565 , pp. 553-565
    • Sun, W.1    Cetin, M.2    Chan, R.3    Reddy, V.4    Holmvang, G.5    Chandar, V.6    Willsky, A.7
  • 23
    • 77749264352 scopus 로고    scopus 로고
    • Segmentation of the left ventricle from cardiac mr images using a subject-specific dynamical model
    • Mar
    • Y. Zhu, X. Papademetris, A. Sinusas, and J. Duncan, "Segmentation of the Left Ventricle from Cardiac MR Images Using a Subject-Specific Dynamical Model," IEEE Trans. Medical Imaging, vol. 29, no. 3, pp. 669-687, Mar. 2010.
    • (2010) IEEE Trans. Medical Imaging , vol.29 , Issue.3 , pp. 669-687
    • Zhu, Y.1    Papademetris, X.2    Sinusas, A.3    Duncan, J.4
  • 24
    • 0030164344 scopus 로고    scopus 로고
    • A multiple active contour model for cardiac boundary detection on echocardiographic sequences
    • PII S0278006296042358
    • V. Chalana, D. Linker, D. Haynor, and Y. Kim, "A Multiple Active Contour Model for Cardiac Boundary Detection on Echocardiographic Sequences," IEEE Trans. Medical Imaging, vol. 15, no. 3, pp. 290-298, June 1996. (Pubitemid 126780320)
    • (1996) IEEE Transactions on Medical Imaging , vol.15 , Issue.3 , pp. 290-298
    • Chalana, V.1    Linker, D.T.2    Haynor, D.R.3    Kim, Y.4
  • 25
    • 77955207524 scopus 로고    scopus 로고
    • Combining registration and minimum surfaces for the segmentation of the left ventricle in cardiac cine MR images
    • M. Jolly, H. Xue, L. Grady, and J. Guehring, "Combining Registration and Minimum Surfaces for the Segmentation of the left Ventricle in Cardiac Cine MR Images," Medical Image Computing and Computer-Assisted Intervention, vol. 12, pp. 910- 918, 2009.
    • (2009) Medical Image Computing and Computer-Assisted Intervention , vol.12 , pp. 910-918
    • Jolly, M.1    Xue, H.2    Grady, L.3    Guehring, J.4
  • 26
    • 40749153509 scopus 로고    scopus 로고
    • Robust shape tracking with multiple models in ultrasound images
    • DOI 10.1109/TIP.2007.915552
    • J.C. Nascimento and J.S. Marques, "Robust Shape Tracking with Multiple Models in Ultrasound Images," IEEE Trans. Imaging Processing, vol. 17, no. 3, pp. 392-406, Mar. 2008. (Pubitemid 351386298)
    • (2008) IEEE Transactions on Image Processing , vol.17 , Issue.3 , pp. 392-406
    • Nascimento, J.C.1    Marques, J.S.2
  • 28
    • 48149096420 scopus 로고    scopus 로고
    • A RBFBased multiphase level set method for segmentation in echocardiography using the statistics of the radiofrequency signal
    • O. Bernard, B. Touil, A. Gelas, R. Prost, and D. Friboulet, "A RBFBased Multiphase Level Set Method for Segmentation in Echocardiography Using the Statistics of the Radiofrequency Signal," Proc. IEEE Int'l Conf. Image Processing, 2007.
    • (2007) Proc. IEEE Int'l Conf. Image Processing
    • Bernard, O.1    Touil, B.2    Gelas, A.3    Prost, R.4    Friboulet, D.5
  • 29
    • 67349207901 scopus 로고    scopus 로고
    • Variational b-spline level-set: A linear filtering approach for fast deformable model evolution
    • June
    • O. Bernard, D. Friboulet, P. Thevenaz, and M. Unser, "Variational B-Spline Level-Set: A Linear Filtering Approach for Fast Deformable Model Evolution," IEEE Trans. Image Processing, vol. 18, no. 6, pp. 1179-1991, June 2009.
    • (2009) IEEE Trans. Image Processing , vol.18 , Issue.6 , pp. 1179-1991
    • Bernard, O.1    Friboulet, D.2    Thevenaz, P.3    Unser, M.4
  • 30
    • 0036770503 scopus 로고    scopus 로고
    • Left ventricular volume estimation for real-time three-dimensional echocardiography
    • Sept
    • C. Corsi, G. Saracino, A. Sarti, and C. Lamberti, "Left Ventricular Volume Estimation for Real-Time Three-Dimensional Echocardiography," IEEE Trans. Medical Imaging, vol. 21, no. 9, pp. 1202-1208, Sept. 2002.
    • (2002) IEEE Trans. Medical Imaging , vol.21 , Issue.9 , pp. 1202-1208
    • Corsi, C.1    Saracino, G.2    Sarti, A.3    Lamberti, C.4
  • 31
    • 33744920320 scopus 로고    scopus 로고
    • Kernel density estimation and intrinsic alignment for shape priors in level set segmentation
    • DOI 10.1007/s11263-006-7533-5
    • D. Cremers, S. Osher, and S. Soatto, "Kernel Density Estimation and Intrinsic Alignment for Shape Priors in Level Set Segmentation," Int'l J. Computer Vision, vol. 69, no. 3, pp. 335-351, 2006. (Pubitemid 43847176)
    • (2006) International Journal of Computer Vision , vol.69 , Issue.3 , pp. 335-351
    • Cremers, D.1    Osher, S.J.2    Soatto, S.3
  • 32
    • 0035384873 scopus 로고    scopus 로고
    • Space-time segmentation using level set active contours applied to myocardial gated SPECT
    • DOI 10.1109/42.932748, PII S0278006201053629
    • E. Debreuve, M. Barlaud, G. Aubert, I. Laurette, and J. Darcourt, "Space-Time Segmentation Using Level Set Active Contours Applied to Myocardial Gated SPECT," IEEE Trans. Medical Imaging, vol. 20, no. 7, pp. 643-659, July 2001. (Pubitemid 32697982)
    • (2001) IEEE Transactions on Medical Imaging , vol.20 , Issue.7 , pp. 643-659
    • Debreuve, E.1    Barlaud, M.2    Aubert, G.3    Laurette, I.4    Darcourt, J.5
  • 33
    • 0142210308 scopus 로고    scopus 로고
    • Combinative multi-scale level set framework for echocardiographic image segmentation
    • DOI 10.1016/S1361-8415(03)00035-5
    • N. Lin, W. Yu, and J. Duncan, "Combinative Multi-Scale Level Set Framework for Echocardiographic Image Segmentation," Medical Image Analysis, vol. 7, no. 4, pp. 529-537, 2003. (Pubitemid 37322315)
    • (2003) Medical Image Analysis , vol.7 , Issue.4 , pp. 529-537
    • Lin, N.1    Yu, W.2    Duncan, J.S.3
  • 35
    • 0036474209 scopus 로고    scopus 로고
    • Geodesic active regions and level set methods for supervised texture segmentation
    • DOI 10.1023/A:1014080923068
    • N. Paragios and R. Deriche, "Geodesic Active Regions and Level Set Methods for Supervised Texture Segmentation," Int'l J. Computer Vision, vol. 46, no. 3, pp. 223-247, 2002. (Pubitemid 34265799)
    • (2002) International Journal of Computer Vision , vol.46 , Issue.3 , pp. 223-247
    • Paragios, N.1    Deriche, R.2
  • 36
    • 0042172841 scopus 로고    scopus 로고
    • A level set approach for shape-driven segmentation and tracking of the left ventricle
    • June
    • N. Paragios, "A Level Set Approach for Shape-Driven Segmentation and Tracking of the Left Ventricle," IEEE Trans. Medical Imaging, vol. 21, no. 9, pp. 773-776, June 2003.
    • (2003) IEEE Trans. Medical Imaging , vol.21 , Issue.9 , pp. 773-776
    • Paragios, N.1
  • 38
    • 48549083670 scopus 로고    scopus 로고
    • Semiautomated segmentation of myocardial contours for fast strain analysis in cine displacement-encoded MRI
    • Aug
    • T. Chen, J. Babb, P. Kellman, L. Axel, and D. Kim, "Semiautomated Segmentation of Myocardial Contours for Fast Strain Analysis in Cine Displacement-Encoded MRI," IEEE Trans. Medical Imaging, vol. 27, no. 8, pp. 1084-1094, Aug. 2008.
    • (2008) IEEE Trans. Medical Imaging , vol.27 , Issue.8 , pp. 1084-1094
    • Chen, T.1    Babb, J.2    Kellman, P.3    Axel, L.4    Kim, D.5
  • 40
    • 0035649239 scopus 로고    scopus 로고
    • Endocardial boundary estimation and tracking in echocardiographic images using deformable templates and Markov Random Fields
    • M. Mignotte, J. Meunier, and J. Tardif, "Endocardial Boundary Estimation and Tracking in Echocardiographic Images Using Deformable Template and Markov Random Fields," Pattern Analysis and Applications, vol. 4, no. 4, pp. 256-271, 2001. (Pubitemid 33406041)
    • (2001) Pattern Analysis and Applications , vol.4 , Issue.4 , pp. 256-271
    • Mignotte, M.1    Meunier, J.2    Tardif, J.-C.3
  • 41
    • 25144466465 scopus 로고    scopus 로고
    • Registration-assisted segmentation of real-time 3-D echocardiographic data using deformable models
    • DOI 10.1109/TMI.2005.852057
    • V. Zagrodsky, V. Walimbe, C. Castro-Pareja, J.X. Qin, J.-M. Song, and R. Shekhar, "Registration-Assisted Segmentation of Real- Time 3-D Echocardiographic Data Using Deformable Models," IEEE Trans. Medical Imaging, vol. 24, no. 9, pp. 1089-1099, Sept. 2005. (Pubitemid 41337150)
    • (2005) IEEE Transactions on Medical Imaging , vol.24 , Issue.9 , pp. 1089-1099
    • Zagrodsky, V.1    Walimbe, V.2    Castro-Pareja, C.R.3    Qin, J.X.4    Song, J.-M.5    Shekhar, R.6
  • 44
    • 0035324512 scopus 로고    scopus 로고
    • Multistage hybrid active appearance model matching: Segmentation of left and right ventricles in cardiac MR images
    • DOI 10.1109/42.925294, PII S0278006201044056
    • S. Mitchell, B. Lelieveldt, R. van der Geest, H. Bosch, J. Reiber, and M. Sonka, "Multistage Hybrid Active Appearance Model Matching: Segmentation of Left and Right Ventricles in Cardiac MR Images," IEEE Trans. Medical Imaging, vol. 20, no. 5, pp. 415-423, May 2001. (Pubitemid 32576604)
    • (2001) IEEE Transactions on Medical Imaging , vol.20 , Issue.5 , pp. 415-423
    • Mitchell, S.C.1    Lelieveldt, B.P.F.2    Van Der Geest, R.J.3    Bosch, H.G.4    Reiber, J.H.C.5    Sonka, M.6
  • 45
    • 50549083726 scopus 로고    scopus 로고
    • Detection and measurement of fetal anatomies from ultrasound images using a constrained probabilistic boosting tree
    • Sept
    • G. Carneiro, B. Georgescu, S. Good, and D. Comaniciu, "Detection and Measurement of Fetal Anatomies from Ultrasound Images Using a Constrained Probabilistic Boosting Tree," IEEE Trans. Medical Imaging, vol. 27, no. 9, pp. 1342-1355, Sept. 2008.
    • (2008) IEEE Trans. Medical Imaging , vol.27 , Issue.9 , pp. 1342-1355
    • Carneiro, G.1    Georgescu, B.2    Good, S.3    Comaniciu, D.4
  • 47
    • 0031195396 scopus 로고    scopus 로고
    • Learning-based ventricle detection from cardiac MR and CT images
    • PII S0278006297056334
    • J. Weng, A. Singh, and M. Chiu, "Learning-Based Ventricle Detection from Cardiac MR and CT images," IEEE Trans. Medical Imaging, vol. 16, no. 4, pp. 378-391, Aug. 1997. (Pubitemid 127770423)
    • (1997) IEEE Transactions on Medical Imaging , vol.16 , Issue.4 , pp. 378-391
    • JohnWeng, P.1    Singh, A.2    Chiu, M.Y.3
  • 48
    • 54949104993 scopus 로고    scopus 로고
    • Four-chamber heart modeling and automatic segmentation for 3-D cardiac CT volumes using marginal space learning and steerable features
    • Nov
    • Y. Zheng, A. Barbu, B. Georgescu, M. Scheuering, and D. Comaniciu, "Four-Chamber Heart Modeling and Automatic Segmentation for 3-D Cardiac CT Volumes Using Marginal Space Learning and Steerable Features," IEEE Trans. Medical Imaging, vol. 27, no. 11, pp. 1668-1681, Nov. 2008.
    • (2008) IEEE Trans. Medical Imaging , vol.27 , Issue.11 , pp. 1668-1681
    • Zheng, Y.1    Barbu, A.2    Georgescu, B.3    Scheuering, M.4    Comaniciu, D.5
  • 49
    • 0031211090 scopus 로고    scopus 로고
    • A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting
    • Y. Freund and R. Schapire, "A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting," J. Computer and System Sciences, vol. 55, no. 1, pp. 119-139, 1997. (Pubitemid 127433398)
    • (1997) Journal of Computer and System Sciences , vol.55 , Issue.1 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 50
    • 0036475447 scopus 로고    scopus 로고
    • A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking
    • DOI 10.1109/78.978374, PII S1053587X0200569X
    • M. Arulampalam, S. Maskell, N. Gordon, and T. Clapp, "A Tutorial on Particle Filters for Online Nonlinear/Non-Gaussian Bayesian Tracking," IEEE Trans. Signal Processing, vol. 50, no. 2, pp. 174-188, Feb. 2002. (Pubitemid 34291500)
    • (2002) IEEE Transactions on Signal Processing , vol.50 , Issue.2 , pp. 174-188
    • Arulampalam, M.S.1    Maskell, S.2    Gordon, N.3    Clapp, T.4
  • 51
    • 34547997615 scopus 로고    scopus 로고
    • Learning a non-linear embedding by preserving class neighbourhood structure
    • R. Salakhutdinov and G. Hinton, "Learning a Non-Linear Embedding by Preserving Class Neighbourhood Structure," AI and Statistics, 2007.
    • (2007) AI and Statistics
    • Salakhutdinov, R.1    Hinton, G.2
  • 55
    • 0022471098 scopus 로고
    • Learning representations by back-propagating errors
    • D. Rumelhart, G. Hinton, and R. Williams, "Learning Representations by Back-Propagating Errors," Nature, vol. 323, pp. 533-536, 1986. (Pubitemid 16025374)
    • (1986) Nature , vol.323 , Issue.6088 , pp. 533-536
    • Rumelhart, D.E.1    Hinton, G.E.2    Williams, R.J.3
  • 57
    • 33746600649 scopus 로고    scopus 로고
    • Reducing the dimensionality of data with neural networks
    • DOI 10.1126/science.1127647
    • G. Hinton and R. Salakhutdinov, "Reducing the Dimensionality of Data with Neural Networks," Science, vol. 313, no. 5786, pp. 504- 507, 2006. (Pubitemid 44148451)
    • (2006) Science , vol.313 , Issue.5786 , pp. 504-507
    • Hinton, G.E.1    Salakhutdinov, R.R.2
  • 58
    • 33745805403 scopus 로고    scopus 로고
    • A fast learning algorithm for deep belief nets
    • DOI 10.1162/neco.2006.18.7.1527
    • G. Hinton, S. Osindero, and Y. Teh, "A Fast Learning Algorithm for Deep Belief Nets," Neural Computation, vol. 18, pp. 1527-1554, 2006. (Pubitemid 44024729)
    • (2006) Neural Computation , vol.18 , Issue.7 , pp. 1527-1554
    • Hinton, G.E.1    Osindero, S.2    Teh, Y.-W.3
  • 59
    • 84884572055 scopus 로고    scopus 로고
    • G. Hinton, http://videolectures.net/nips09-hinton-dlmi/, 2013.
    • (2013)
    • Hinton, G.1
  • 63
    • 0002629270 scopus 로고
    • Maximum likelihood from incomplete data via the em algorithm
    • A. Dempster, M. Laird, and D. Rubin, "Maximum Likelihood from Incomplete Data via the EM Algorithm," J. Royal Statistical Soc., vol. 39, no. 1, pp. 1-38, 1977.
    • (1977) J. Royal Statistical Soc. , vol.39 , Issue.1 , pp. 1-38
    • Dempster, A.1    Laird, M.2    Rubin, D.3
  • 66
    • 84857295176 scopus 로고    scopus 로고
    • The segmentation of the left ventricle of the heart from ultrasound data using deep learning architectures and derivative-based search methods
    • Mar
    • G. Carneiro, J.C. Nascimento, and A. Freitas, "The Segmentation of the Left Ventricle of the Heart from Ultrasound Data Using Deep Learning Architectures and Derivative-Based Search Methods," IEEE Trans. Image Processing, vol. 21, no. 3, pp. 968-982, Mar. 2012.
    • (2012) IEEE Trans. Image Processing , vol.21 , Issue.3 , pp. 968-982
    • Carneiro, G.1    Nascimento, J.C.2    Freitas, A.3
  • 69
    • 0032034224 scopus 로고    scopus 로고
    • Segmentation and tracking in echocardiographic sequences: Active contours guided by optical flow estimates
    • PII S0278006298048836
    • I. Mikic, S. Krucinki, and J.D. Thomas, "Segmentation and Tracking in Echocardiographic Sequences: Active Contours Guided by Optical Flow Estimates," IEEE Trans. Medical Imaging, vol. 17, no. 2, pp. 274-284, Mar. 1998. (Pubitemid 128747680)
    • (1998) IEEE Transactions on Medical Imaging , vol.17 , Issue.2 , pp. 274-284
    • Mikic, I.1    Krucinski, S.2    Thomas, J.D.3
  • 70
    • 0031240184 scopus 로고    scopus 로고
    • A methodology for evaluation of boundary detection algorithms on medical images
    • PII S0278006297075861
    • V. Chalana and Y. Kim, "A Methodology for Evaluation of Boundary Detection Algorithms on Medical Images," IEEE Trans. Medical Imaging, vol. 16, no. 10, pp. 642-652, Oct. 1997. (Pubitemid 127767643)
    • (1997) IEEE Transactions on Medical Imaging , vol.16 , Issue.5 , pp. 642-652
    • Chalana, V.1    Kim, Y.2
  • 71
    • 2542418103 scopus 로고    scopus 로고
    • Comments on: A methodology for evaluation of boundary detection algorithms on medical images
    • May
    • C. Alberola-Lopez, M. Martin-Fernandez, and J. Ruiz-Alzola, "Comments on: A Methodology for Evaluation of Boundary Detection Algorithms on Medical Images," IEEE Trans. Medical Imaging, vol. 23, no. 5, pp. 658-660, May 2004.
    • (2004) IEEE Trans. Medical Imaging , vol.23 , Issue.5 , pp. 658-660
    • Alberola-Lopez, C.1    Martin-Fernandez, M.2    Ruiz-Alzola, J.3
  • 72
    • 84908219488 scopus 로고
    • Statistical methods for assessing agreement between two methods of clinical measurement
    • PII S0140673686908378
    • J. Bland and A. Altman, "Statistical Methods for Assessing Agreement between Two Methods of Clinical Measurement," Lancet, vol. 1, no. 8476, pp. 307-310, 1986. (Pubitemid 16134762)
    • (1986) Lancet , vol.1 , Issue.8476 , pp. 307-310
    • Bland, J.M.1    Altman, D.G.2
  • 73
  • 74
    • 0014265052 scopus 로고
    • The use of single plane angiocardiograms for the calculation of left ventricular volume in man
    • H. Sandler and H.T. Dodge, "The Use of Single Plane Angiocardiograms for the Calculation of Left Ventricular Volume in Man," Am. Heart J., vol. 75, no. 3, pp. 325-334, 1968.
    • (1968) Am. Heart J. , vol.75 , Issue.3 , pp. 325-334
    • Sandler, H.1    Dodge, H.T.2
  • 75
    • 0002294353 scopus 로고
    • Questions and answers number 14
    • R. Fisher, "Questions and Answers Number 14," The Am. Statistician, vol. 2, no. 5, pp. 30-31, 1948.
    • (1948) The Am. Statistician , vol.2 , Issue.5 , pp. 30-31
    • Fisher, R.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.