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Publications of Qiao Zheng

Thesis

  1. Qiao Zheng. Deep learning for robust segmentation and explainable analysis of 3d and dynamic cardiac images. Theses, COMUE Université Côte d'Azur (2015 - 2019), March 2019. Keyword(s): Deep learning, Cardiac segmentation, Cardiac analysis, Cine MRI, Apprentissage profond, Segmentation cardiaque, Analyse cardiaque, Ciné-IRM. [bibtex-entry]


Articles in journal, book chapters

  1. Qiao Zheng, Hervé Delingette, and Nicholas Ayache. Explainable cardiac pathology classification on cine MRI with motion characterization by semi-supervised learning of apparent flow. Medical Image Analysis, 56:80-95, 2019. Keyword(s): Classifi-cation, Motion, Cine MRI, Deep learn- ing, Semi-supervised learning, Neural network, Cardiac pathology, Classifi- cation, Apparent flow, Deep learn-ing. [bibtex-entry]


  2. Qiao Zheng, Hervé Delingette, Nicolas Duchateau, and Nicholas Ayache. 3D Consistent & Robust Segmentation of Cardiac Images by Deep Learning with Spatial Propagation. IEEE Transactions on Medical Imaging, April 2018. Keyword(s): deep learning, neural network, 3D consistency, Cardiac segmentation, spatial propagation. [bibtex-entry]


Miscellaneous

  1. Qiao Zheng, Hervé Delingette, Kenneth Fung, Steffen E Petersen, and Nicholas Ayache. Unsupervised shape and motion analysis of 3822 cardiac 4D MRIs of UK Biobank. Note: Working paper or preprint, February 2019. Keyword(s): Cardiac pathology, Cardiac motion, Cluster analysis, UK Biobank, Feature extraction, Gaussian mixture model, Cine MRI. [bibtex-entry]


  2. Qiao Zheng, Hervé Delingette, Nicolas Duchateau, and Nicholas Ayache. 3D Consistent Biventricular Myocardial Segmentation Using Deep Learning for Mesh Generation. Note: Working paper or preprint, March 2018. Keyword(s): propagation, convolutional neu- ral network, spatial consistency, myocardial segmentation, deep learning. [bibtex-entry]



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