Publications of Qiao Zheng

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]

1. Qiao Zheng, Hervé Delingette, Kenneth Fung, Steffen E Petersen, and Nicholas Ayache. Pathological Cluster Identification by Unsupervised Analysis in 3,822 UK Biobank Cardiac MRIs. Frontiers in Cardiovascular Medicine, 7:164, November 2020. Keyword(s): Cluster analysis, Gaussian mixture model, Cine MRI, Cardiac pathology, Feature extraction, UK Biobank, Cardiac motion. [bibtex-entry]



2. 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): Deep learn- ing, Cine MRI, Classifi-cation, Motion, Semi-supervised learning, Deep learn-ing, Cardiac pathology, Neural network, Apparent flow, Classifi- cation. [bibtex-entry]



3. 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, 37:2137-2148, April 2018. Keyword(s): deep learning, spatial propagation, Cardiac segmentation, 3D consistency, neural network. [bibtex-entry]

1. 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): spatial consistency, convolutional neu- ral network, deep learning, myocardial segmentation, propagation. [bibtex-entry]

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