Learning a Global Descriptor of Cardiac Motion from a Large Cohort of 1000+ Normal Subjects
作者： Wenjia Bai , Devis Peressutti , Ozan Oktay , Wenzhe Shi , Declan P. O’Regan
DOI: 10.1007/978-3-319-20309-6_1
关键词:
摘要: Motion, together with shape, reflect important aspects of cardiac function. In this work, a new method is proposed for learning motion descriptor from data-driven perspective. The resulting can characterise the global pattern left ventricle much lower dimension than original data. It has demonstrated its predictive power on two exemplar classification tasks large cohort 1093 normal subjects.
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K. Y. Esther Leung, Johan G. Bosch, Local wall-motion classification in echocardiograms using shape models and orthomax rotations international conference on functional imaging and modeling of heart. pp. 1- 11 ,(2007) , 10.1007/978-3-540-72907-5_1
Yingli Lu, Perry Radau, Kim Connelly, Alexander Dick, Graham Wright, Pattern Recognition of Abnormal Left Ventricle Wall Motion in Cardiac MR medical image computing and computer assisted intervention. ,vol. 12, pp. 750- 758 ,(2009) , 10.1007/978-3-642-04271-3_91
V. Mor-Avi, R. M. Lang, L. P. Badano, M. Belohlavek, N. M. Cardim, G. Derumeaux, M. Galderisi, T. Marwick, S. F. Nagueh, P. P. Sengupta, R. Sicari, O. A. Smiseth, B. Smulevitz, M. Takeuchi, J. D. Thomas, M. Vannan, J.-U. Voigt, J. L. Zamorano, , Current and evolving echocardiographic techniques for the quantitative evaluation of cardiac mechanics: ASE/EAE consensus statement on methodology and indications endorsed by the Japanese society of echocardiography European Journal of Echocardiography. ,vol. 12, pp. 167- 205 ,(2011) , 10.1093/EJECHOCARD/JER021
Joshua B Tenenbaum, Vin de Silva, John C Langford, A Global Geometric Framework for Nonlinear Dimensionality Reduction Science. ,vol. 290, pp. 2319- 2323 ,(2000) , 10.1126/SCIENCE.290.5500.2319
Kanwal K. Bhatia, Anil Rao, Anthony N. Price, Robin Wolz, Joseph V. Hajnal, Daniel Rueckert, Hierarchical Manifold Learning for Regional Image Analysis IEEE Transactions on Medical Imaging. ,vol. 33, pp. 444- 461 ,(2014) , 10.1109/TMI.2013.2287121
Nicolas Duchateau, Mathieu De Craene, Gemma Piella, Etelvino Silva, Adelina Doltra, Marta Sitges, Bart H. Bijnens, Alejandro F. Frangi, A spatiotemporal statistical atlas of motion for the quantification of abnormal myocardial tissue velocities Medical Image Analysis. ,vol. 15, pp. 316- 328 ,(2011) , 10.1016/J.MEDIA.2010.12.006
Dong Hye Ye, Benoit Desjardins, Jihun Hamm, Harold Litt, Kilian M. Pohl, Regional Manifold Learning for Disease Classification IEEE Transactions on Medical Imaging. ,vol. 33, pp. 1236- 1247 ,(2014) , 10.1109/TMI.2014.2305751
Wenzhe Shi, Martin Jantsch, Paul Aljabar, Luis Pizarro, Wenjia Bai, Haiyan Wang, Declan O’Regan, Xiahai Zhuang, Daniel Rueckert, Temporal sparse free-form deformations. Medical Image Analysis. ,vol. 17, pp. 779- 789 ,(2013) , 10.1016/J.MEDIA.2013.04.010
Wenjia Bai, Wenzhe Shi, D. P. O'Regan, Tong Tong, Haiyan Wang, S. Jamil-Copley, N. S. Peters, D. Rueckert, A Probabilistic Patch-Based Label Fusion Model for Multi-Atlas Segmentation With Registration Refinement: Application to Cardiac MR Images IEEE Transactions on Medical Imaging. ,vol. 32, pp. 1302- 1315 ,(2013) , 10.1109/TMI.2013.2256922
Daniel Rueckert, Luke I Sonoda, Carmel Hayes, Derek LG Hill, Martin O Leach, David J Hawkes, Nonrigid registration using free-form deformations: application to breast MR images IEEE Transactions on Medical Imaging. ,vol. 18, pp. 712- 721 ,(1999) , 10.1109/42.796284