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09/05/2022
Mesh-based 3D Motion Tracking in Cardiac MRI using Deep Learning
3D motion estimation from cine cardiac magnetic resonance (CMR) images i...
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07/29/2022
MulViMotion: Shape-aware 3D Myocardial Motion Tracking from Multi-View Cardiac MRI
Recovering the 3D motion of the heart from cine cardiac magnetic resonan...
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10/30/2020
Mutual Information-based Disentangled Neural Networks for Classifying Unseen Categories in Different Domains: Application to Fetal Ultrasound Imaging
Deep neural networks exhibit limited generalizability across images with...
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08/19/2020
Unsupervised Cross-domain Image Classification by Distance Metric Guided Feature Alignment
Learning deep neural networks that are generalizable across different do...
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08/16/2020
Automated Detection of Congenital Heart Disease in Fetal Ultrasound Screening
Prenatal screening with ultrasound can lower neonatal mortality signific...
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05/19/2020
Ultrasound Video Summarization using Deep Reinforcement Learning
Video is an essential imaging modality for diagnostics, e.g. in ultrasou...
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02/29/2020
Learning Cross-domain Generalizable Features by Representation Disentanglement
Deep learning models exhibit limited generalizability across different d...
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08/30/2019
Semi-supervised Learning of Fetal Anatomy from Ultrasound
Semi-supervised learning methods have achieved excellent performance on ...
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08/21/2019
Representation Disentanglement for Multi-task Learning with application to Fetal Ultrasound
One of the biggest challenges for deep learning algorithms in medical im...
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11/20/2018
