{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,17]],"date-time":"2025-10-17T13:40:44Z","timestamp":1760708444268},"reference-count":48,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2012,8,15]],"date-time":"2012-08-15T00:00:00Z","timestamp":1344988800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int J CARS"],"published-print":{"date-parts":[[2013,5]]},"DOI":"10.1007\/s11548-012-0787-1","type":"journal-article","created":{"date-parts":[[2012,8,14]],"date-time":"2012-08-14T06:55:52Z","timestamp":1344927352000},"page":"335-351","source":"Crossref","is-referenced-by-count":29,"title":["4D statistical shape modeling of the left ventricle in cardiac MR images"],"prefix":"10.1007","volume":"8","author":[{"given":"Shahrooz","family":"Faghih Roohi","sequence":"first","affiliation":[]},{"given":"Reza","family":"Aghaeizadeh Zoroofi","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2012,8,15]]},"reference":[{"key":"787_CR1","unstructured":"American Heart Association (2010) 2010 Heart and Stroke Statistical Update. [Online]. Available: http:\/\/www.americanheart.org"},{"issue":"1","key":"787_CR2","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1109\/42.906421","volume":"20","author":"AF Frangi","year":"2001","unstructured":"Frangi AF, Niessen WJ, Viergever MA (2001) Three-dimensional modeling for functional analysis of cardiac images: a review. IEEE Trans Medical Imaging 20(1): 2\u201325","journal-title":"IEEE Trans Medical Imaging"},{"key":"787_CR3","doi-asserted-by":"crossref","unstructured":"Jolly MP, Xue H, Grady L, G\u00fchring J (2009) Combining registration and minimum surfaces for the segmentation of the left ventricle in cardiac cine MR images. In: Proceedings MICCAI, LNCS 5762, pp 910\u2013918","DOI":"10.1007\/978-3-642-04271-3_110"},{"issue":"8","key":"787_CR4","doi-asserted-by":"crossref","first-page":"1229","DOI":"10.1016\/j.imavis.2010.01.001","volume":"28","author":"J Cousty","year":"2010","unstructured":"Cousty J, Najman L, Couprie M, Cl\u00e9ment-Guinaudeau S, Goissen T, Garot J (2010) Segmentation of 4D cardiac MRI: automated method based on spatio-temporal watershed cuts. J Image Vis Comput 28(8): 1229\u20131243","journal-title":"J Image Vis Comput"},{"issue":"6","key":"787_CR5","doi-asserted-by":"crossref","first-page":"738","DOI":"10.1016\/j.media.2010.05.009","volume":"14","author":"C Schaerer","year":"2010","unstructured":"Schaerer C, Casta C, Pousin J, Clarysse P (2010) A dynamic elastic model for segmentation and tracking of the heart in MR image sequences. Medical Image Anal 14(6): 738\u2013749","journal-title":"Medical Image Anal"},{"issue":"3","key":"787_CR6","doi-asserted-by":"crossref","first-page":"283","DOI":"10.1016\/j.media.2011.01.002","volume":"15","author":"LC Grande","year":"2011","unstructured":"Grande LC, Ferrero GVS, Higuera PC, Calvar JASR, Orodea AR, Fern\u00e1ndez MM, L\u00f3pez CA (2011) Unsupervised 4D myocardium segmentation with a Markov random field based deformable model. Medical Image Anal 15(3): 283\u2013301","journal-title":"Medical Image Anal"},{"issue":"9","key":"787_CR7","doi-asserted-by":"crossref","first-page":"1612","DOI":"10.1109\/TMI.2010.2047112","volume":"29","author":"X Zhuang","year":"2010","unstructured":"Zhuang X, Rhode KS, Razavi RS, Hawkes DJ, Ourselin S (2010) A registration-based propagation framework for automatic whole heart segmentation of cardiac MRI. IEEE Trans Medical Imaging 29(9): 1612\u20131625","journal-title":"IEEE Trans Medical Imaging"},{"issue":"2","key":"787_CR8","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1016\/j.media.2010.12.004","volume":"15","author":"C Petitjean","year":"2011","unstructured":"Petitjean C, Dacher JN (2011) A review of segmentation methods in short axis cardiac MR images. Medical Image Anal 15(2): 169\u2013184","journal-title":"Medical Image Anal"},{"issue":"4","key":"787_CR9","doi-asserted-by":"crossref","first-page":"543","DOI":"10.1016\/j.media.2009.05.004","volume":"13","author":"T Heimann","year":"2009","unstructured":"Heimann T, Meinzer HP (2009) Statistical shape models for 3D medical image segmentation: a review. Medical Image Anal 13(4): 543\u2013563","journal-title":"Medical Image Anal"},{"issue":"8","key":"787_CR10","doi-asserted-by":"crossref","first-page":"1014","DOI":"10.1109\/TMI.2003.815865","volume":"22","author":"D Rueckert","year":"2003","unstructured":"Rueckert D, Frangi AF, Schnabel JA (2003) Automatic construction of 3D statistical deformation models of the brain using non-rigid registration. IEEE Trans Medical Imaging 22(8): 1014\u20131025","journal-title":"IEEE Trans Medical Imaging"},{"issue":"3","key":"787_CR11","doi-asserted-by":"crossref","first-page":"255","DOI":"10.1016\/j.media.2004.06.005","volume":"8","author":"M Lorenzo-Valdes","year":"2004","unstructured":"Lorenzo-Valdes M, Sanchez-Ortiz GI, Elkington A, Mohiaddin R, Rueckert D (2004) Segmentation of 4D cardiac MR images using a probabilistic atlas and the EM algorithm. Medical Image Anal 8(3): 255\u2013265","journal-title":"Medical Image Anal"},{"issue":"1","key":"787_CR12","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1007\/s11548-006-0002-3","volume":"1","author":"R Pilgram","year":"2006","unstructured":"Pilgram R, Schubert R, Fritscher KD, Zwick RH, Schocke MF, Trieb T, Pachinger O (2006) Shape discrimination of healthy and diseased cardiac ventricles using medial representation. Int J CARS 1(1): 33\u201338","journal-title":"Int J CARS"},{"issue":"1","key":"787_CR13","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1006\/cviu.1995.1004","volume":"61","author":"TF Cootes","year":"1995","unstructured":"Cootes TF, Taylor CJ, Cooper DH, Graham J (1995) Active shape models: their training and application. Comput Vis Image Understand 61(1): 38\u201359","journal-title":"Comput Vis Image Understand"},{"issue":"9","key":"787_CR14","doi-asserted-by":"crossref","first-page":"1151","DOI":"10.1109\/TMI.2002.804426","volume":"21","author":"AF Frangi","year":"2002","unstructured":"Frangi AF, Rueckert D, Schnabel JA, Niessen WJ (2002) Automatic construction of multiple-object three-dimensional statistical shape models: application to cardiac modeling. IEEE Trans Medical Imaging 21(9): 1151\u20131164","journal-title":"IEEE Trans Medical Imaging"},{"issue":"3","key":"787_CR15","doi-asserted-by":"crossref","first-page":"371","DOI":"10.1016\/j.media.2004.06.013","volume":"8","author":"J Lotjonen","year":"2004","unstructured":"Lotjonen J, Kivisto S, Koikkalainen J, Smutek D, Lauerma K (2004) Statistical shape model of atria, ventricles and epicardium from short- and long-axis MR images. Medical Image Anal 8(3): 371\u2013386","journal-title":"Medical Image Anal"},{"key":"787_CR16","doi-asserted-by":"crossref","unstructured":"Ordas S, Oubel E, Leta R, Carreras F, Frangi AF (2007) A statistical shape model of the heart and its application to model-based segmentation. In: Proceedings of SPIE medical imaging, vol 6511","DOI":"10.1117\/12.708879"},{"key":"787_CR17","doi-asserted-by":"crossref","unstructured":"Perperidis D, Mohiaddin R, Rueckert D (2005) Construction of a 4D statistical atlas of the cardiac anatomy and its use in classification. In: Proceedings of MICCAI, LNCS 3750, pp 402\u2013405","DOI":"10.1007\/11566489_50"},{"key":"787_CR18","unstructured":"Stegmann MB, Pedersen D (2005) Bi-temporal 3D active appearance models with applications to unsupervised ejection fraction estimation. In: Proceedings of SPIE medical imaging, vol 5747, pp 336\u2013350"},{"issue":"2","key":"787_CR19","doi-asserted-by":"crossref","first-page":"350","DOI":"10.1109\/TMI.2009.2030799","volume":"29","author":"H Zhang","year":"2010","unstructured":"Zhang H, Wahle A, Johnson RK, Scholz TD, Sonka M (2010) 4D cardiac MR image analysis: left and right ventricular morphology and function. IEEE Trans Medical Imaging 29(2): 350\u2013364","journal-title":"IEEE Trans Medical Imaging"},{"issue":"3","key":"787_CR20","doi-asserted-by":"crossref","first-page":"669","DOI":"10.1109\/TMI.2009.2031063","volume":"29","author":"Y Zhu","year":"2010","unstructured":"Zhu Y, Papademetris X, Sinusas AJ, Duncan JS (2010) Segmentation of the left ventricle from cardiac MR images using a subject-specific dynamical model. IEEE Trans Medical Imaging 29(3): 669\u2013687","journal-title":"IEEE Trans Medical Imaging"},{"issue":"2","key":"787_CR21","doi-asserted-by":"crossref","first-page":"461","DOI":"10.1109\/TMI.2010.2086465","volume":"30","author":"SP O\u2019Brien","year":"2011","unstructured":"O\u2019Brien SP, Ghita O, Whelan PF (2011) A novel model-based 3D+time left ventricular segmentation technique. IEEE Trans Medical Imaging 30(2): 461\u2013474","journal-title":"IEEE Trans Medical Imaging"},{"issue":"4","key":"787_CR22","doi-asserted-by":"crossref","first-page":"595","DOI":"10.1109\/TMI.2008.2008966","volume":"28","author":"A Suinesiaputra","year":"2009","unstructured":"Suinesiaputra A, Frangi AF, Kaandorp TAM, Lamb HJ, Bax JJ, Reiber JHC, Lelieveldt BPF (2009) Automated detection of regional wall motion abnormalities based on a statistical model applied to multislice short-axis cardiac MR images. IEEE Trans Medical Imaging 28(4): 595\u2013607","journal-title":"IEEE Trans Medical Imaging"},{"key":"787_CR23","unstructured":"Twining CJ, Taylor CJ (2001) Kernel principal component analysis and the construction of non-linear active shape models. In: Proceedings of British machine vision conference, vol 1, pp 23\u201332"},{"key":"787_CR24","unstructured":"Uzumcu M, Frangi AF, Reiber JHC, Lelieveldt BPF (2003) Independent component analysis in statistical shape models. In: Proceedings of SPIE medical imaging, vol 5032, pp 375\u2013383"},{"key":"787_CR25","doi-asserted-by":"crossref","unstructured":"Koikkalainen J, Lotjonen J (2004) Image segmentation with the combination of PCA- and ICA-based modes of shape variation. In: Proceedings of IEEE international symposium on biomedical imaging: from Nano to Macro, vol 1, pp 149\u2013152","DOI":"10.1109\/ISBI.2004.1398496"},{"issue":"4","key":"787_CR26","doi-asserted-by":"crossref","first-page":"425","DOI":"10.1016\/S1361-8415(03)00034-3","volume":"7","author":"KB Hilger","year":"2003","unstructured":"Hilger KB, Larsen R, Wrobel MC (2003) Growth modeling of human mandibles using non-euclidean metrics. Medical Image Anal 7(4): 425\u2013433","journal-title":"Medical Image Anal"},{"issue":"4","key":"787_CR27","doi-asserted-by":"crossref","first-page":"417","DOI":"10.1016\/S1361-8415(03)00040-9","volume":"7","author":"R Larsen","year":"2003","unstructured":"Larsen R, Hilger KB (2003) Statistical shape analysis using non-Euclidean metrics. Medical Image Anal 7(4): 417\u2013423","journal-title":"Medical Image Anal"},{"issue":"8","key":"787_CR28","doi-asserted-by":"crossref","first-page":"1385","DOI":"10.1109\/TPAMI.2007.70774","volume":"30","author":"S Dambreville","year":"2008","unstructured":"Dambreville S, Rathi Y, Tannenbaum A (2008) A framework for image segmentation using shape models and kernel space shape priors. IEEE Trans Pattern Anal Mach Intell 30(8): 1385\u20131399","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"787_CR29","doi-asserted-by":"crossref","unstructured":"Rathi Y, Dambreville S, Tannenbaum A (2006) Comparative analysis of kernel methods for statistical shape learning. In: Proceedings of 2nd international workshop computer vision approaches to medical image analysis, vol 2","DOI":"10.1007\/11889762_9"},{"key":"787_CR30","doi-asserted-by":"crossref","first-page":"1929","DOI":"10.1016\/S0031-3203(03)00056-6","volume":"36","author":"D Cremers","year":"2003","unstructured":"Cremers D, Kohlberger T, Schnorr C (2003) Shape statistics in kernel space for variational image segmentation. Pattern Recogn 36: 1929\u20131943","journal-title":"Pattern Recogn"},{"issue":"3","key":"787_CR31","doi-asserted-by":"crossref","first-page":"335","DOI":"10.1016\/j.media.2007.12.003","volume":"12","author":"A Andreopoulos","year":"2008","unstructured":"Andreopoulos A, Tsotsos JK (2008) Efficient and generalizable statistical models of shape and appearance for analysis of cardiac MRI. Medical Image Anal 12(3): 335\u2013357","journal-title":"Medical Image Anal"},{"key":"787_CR32","doi-asserted-by":"crossref","unstructured":"Herman GT, Zheng J, Bucholtz CA (1992) Shape-based interpolation. IEEE Comput Graph Appl, 69\u201379","DOI":"10.1109\/38.135915"},{"issue":"1","key":"787_CR33","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1109\/42.52980","volume":"9","author":"S Raya","year":"1990","unstructured":"Raya S, Udupa J (1990) Shape-based interpolation of multidimensional objects. IEEE Trans Medical Imaging 9(1): 33\u201342","journal-title":"IEEE Trans Medical Imaging"},{"issue":"5","key":"787_CR34","doi-asserted-by":"crossref","first-page":"854","DOI":"10.1016\/j.cag.2006.07.021","volume":"30","author":"T Newman","year":"2006","unstructured":"Newman T, Yi H (2006) A survey of the marching cubes algorithm. Comput Graph 30(5): 854\u2013879","journal-title":"Comput Graph"},{"key":"787_CR35","unstructured":"Knapp M (2002) Mesh decimation using VTK, Technical report, Vienna University of Technology"},{"issue":"2","key":"787_CR36","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1111\/j.2517-6161.1991.tb01825.x","volume":"53","author":"C Goodall","year":"1991","unstructured":"Goodall C (1991) Procrustes methods in the statistical analysis of shape. J R Stat Soc 53(2): 285\u2013339","journal-title":"J R Stat Soc"},{"key":"787_CR37","unstructured":"Cootes TF (2004) Statistical models of appearance for computer vision, Technical Report, University of Manchester"},{"key":"787_CR38","volume-title":"Statistical models of shape: optimization and evaluation","author":"R Davies","year":"2008","unstructured":"Davies R, Twining C, Taylor C (2008) Statistical models of shape: optimization and evaluation. 1st edn. Springer, London","edition":"1"},{"key":"787_CR39","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1016\/S0031-3203(02)00051-1","volume":"36","author":"CJ Twining","year":"2003","unstructured":"Twining CJ, Taylor CJ (2003) The use of kernel principal component analysis to model data distribution. Pattern Recogn 36: 217\u2013227","journal-title":"Pattern Recogn"},{"key":"787_CR40","unstructured":"Mika S, Scholkopf B, Smola A, Muller K, Scholz M, Ratsch G (1998) Kernel PCA and denoising in feature spaces. Adv Neural Inf Process Syst 11"},{"issue":"6","key":"787_CR41","doi-asserted-by":"crossref","first-page":"1517","DOI":"10.1109\/TNN.2004.837781","volume":"15","author":"Kwok","year":"2004","unstructured":"Kwok , Tsang I (2004) The pre-image problem in kernel methods. IEEE Trans Neural Netw 15(6): 1517\u20131525","journal-title":"IEEE Trans Neural Netw"},{"key":"787_CR42","unstructured":"Rathi Y, Dambreville S, Tannenbaum A (2006) Statistical shape analysis using kernel PCA. In: Proceedings of SPIE medical imaging, vol 6064, pp 425\u2013432"},{"key":"787_CR43","unstructured":"Department of Computer Science and Engineering, Centre for Vision Research, York University. [Online]. Available: http:\/\/www.cse.yorku.ca\/~ridataset\/"},{"key":"787_CR44","doi-asserted-by":"crossref","unstructured":"Schnabel A, Rueckert D, Quist M, Blackall JM, Castellano Smith AD, Hartkens T, Penney GP, Hall WA, Liu H, Truwit CL, Gerritsen FA, Hill DLG, Hawkes DJ (2001) A generic framework for non-rigid registration based on non-uniform multi-level free-form deformations. In: Proceedings of MICCAI, LNCS 2208, pp 573\u2013581","DOI":"10.1007\/3-540-45468-3_69"},{"key":"787_CR45","unstructured":"Avila Lisa S, Barre S, Blue R, Cole D, Geveci B, Hoffman WA, King B, Law CC, Martin KM, Schroeder WJ, Squillacote AH, The VTK User\u2019s Guide (2011) Kitware, 11th edn., New York"},{"key":"787_CR46","unstructured":"Franc V, Hlavac V (2004) Statistical pattern recognition toolbox for MATLAB, Technical Report, Czech Technical University Prague, June 2004"},{"key":"787_CR47","unstructured":"Leiner B, Jimena O, Boris ER, Fernando A, Enrique V (2012) Segmentation of 4D cardiac computed tomography images using active shape models. In: Proceedings of SPIE medical imaging, vol 8436"},{"key":"787_CR48","unstructured":"Kroon D-J. Active shape model (ASM) and active appearance model (AAM). Available: http:\/\/www.mathworks.com\/matlabcentral\/fileexchange\/"}],"container-title":["International Journal of Computer Assisted Radiology and Surgery"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11548-012-0787-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11548-012-0787-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11548-012-0787-1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,4,28]],"date-time":"2024-04-28T11:34:46Z","timestamp":1714304086000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11548-012-0787-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,8,15]]},"references-count":48,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2013,5]]}},"alternative-id":["787"],"URL":"https:\/\/doi.org\/10.1007\/s11548-012-0787-1","relation":{},"ISSN":["1861-6410","1861-6429"],"issn-type":[{"value":"1861-6410","type":"print"},{"value":"1861-6429","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,8,15]]}}}