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07/23/2021
Deep Learning Based Cardiac MRI Segmentation: Do We Need Experts?
Deep learning methods are the de-facto solutions to a multitude of medic...
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05/11/2021
GANs for Medical Image Synthesis: An Empirical Study
Generative Adversarial Networks (GANs) have become increasingly powerful...
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03/04/2021
Learning With Context Feedback Loop for Robust Medical Image Segmentation
Deep learning has successfully been leveraged for medical image segmenta...
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10/30/2020
Automatic Myocardial Infarction Evaluation from Delayed-Enhancement Cardiac MRI using Deep Convolutional Networks
In this paper, we propose a new deep learning framework for an automatic...
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09/09/2020
Segmentation-free Estimation of Aortic Diameters from MRI Using Deep Learning
Accurate and reproducible measurements of the aortic diameters are cruci...
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06/15/2020
Cardiac Segmentation with Strong Anatomical Guarantees
Convolutional neural networks (CNN) have had unprecedented success in me...
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05/27/2020
Segmentation of the Myocardium on Late-Gadolinium Enhanced MRI based on 2.5 D Residual Squeeze and Excitation Deep Learning Model
Cardiac left ventricular (LV) segmentation from short-axis MRI acquired ...
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05/18/2020
On the effectiveness of GAN generated cardiac MRIs for segmentation
In this work, we propose a Variational Autoencoder (VAE) - Generative Ad...
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10/23/2019
Deep generative model-driven multimodal prostate segmentation in radiotherapy
Deep learning has shown unprecedented success in a variety of applicatio...
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09/04/2019
3D landmark detection for augmented reality based otologic procedures
Ear consists of the smallest bones in the human body and does not contai...
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07/05/2019
Cardiac MRI Segmentation with Strong Anatomical Guarantees
Recent publications have shown that the segmentation accuracy of modern-...
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01/09/2019
Myocardial Infarction Quantification From Late Gadolinium Enhancement MRI Using Top-hat Transforms and Neural Networks
Significance: Late gadolinium enhanced magnetic resonance imaging (LGE-M...
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08/29/2017
Semi-automated labelling of medical images: benefits of a collaborative work in the evaluation of prostate cancer in MRI
Purpose: The goal of this study is to show the advantage of a collaborat...
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05/24/2017
GridNet with automatic shape prior registration for automatic MRI cardiac segmentation
In this paper, we propose a fully automatic MRI cardiac segmentation met...
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05/19/2017