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Publications of Qiao Zheng
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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 |
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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]
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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]
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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]
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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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