-
A persistent homology-based topological loss function for multi-class CNN segmentation of cardiac MRI
With respect to spatial overlap, CNN-based segmentation of short axis ca...
08/21/2020 ∙ by Nick Byrne, et al. ∙
27
∙
share
read it
-
Deep Learning Based Detection and Correction of Cardiac MR Motion Artefacts During Reconstruction for High-Quality Segmentation
Segmenting anatomical structures in medical images has been successfully...
10/11/2019 ∙ by Ilkay Oksuz, et al. ∙
34
∙
share
read it
-
Deep Learning Based Detection and Correction of Cardiac MR Motion Artefacts During Reconstruction for High-Quality Segmentatio
Segmenting anatomical structures in medical images has been successfully...
10/11/2019 ∙ by Ilkay Oksuz, et al. ∙
27
∙
share
read it
-
A Topological Loss Function for Deep-Learning based Image Segmentation using Persistent Homology
We introduce a method for training neural networks to perform image or v...
10/04/2019 ∙ by James R. Clough, et al. ∙
86
∙
share
read it
-
dAUTOMAP: decomposing AUTOMAP to achieve scalability and enhance performance
AUTOMAP is a promising generalized reconstruction approach, however, it ...
09/24/2019 ∙ by Jo Schlemper, et al. ∙
30
∙
share
read it
-
Self-supervised Recurrent Neural Network for 4D Abdominal and In-utero MR Imaging
Accurately estimating and correcting the motion artifacts are crucial fo...
08/28/2019 ∙ by Tong Zhang, et al. ∙
42
∙
share
read it
-
Topology-preserving augmentation for CNN-based segmentation of congenital heart defects from 3D paediatric CMR
Patient-specific 3D printing of congenital heart anatomy demands an accu...
08/23/2019 ∙ by Nick Byrne, et al. ∙
23
∙
share
read it
-
Assessing the Impact of Blood Pressure on Cardiac Function Using Interpretable Biomarkers and Variational Autoencoders
Maintaining good cardiac function for as long as possible is a major con...
08/13/2019 ∙ by Esther Puyol-Antón, et al. ∙
3
∙
share
read it
-
Global and Local Interpretability for Cardiac MRI Classification
Deep learning methods for classifying medical images have demonstrated i...
06/14/2019 ∙ by James R. Clough, et al. ∙
4
∙
share
read it
-
Mechanically Powered Motion Imaging Phantoms: Proof of Concept
Motion imaging phantoms are expensive, bulky and difficult to transport ...
05/17/2019 ∙ by Alberto Gomez, et al. ∙
0
∙
share
read it
-
Explicit topological priors for deep-learning based image segmentation using persistent homology
We present a novel method to explicitly incorporate topological prior kn...
01/29/2019 ∙ by James R. Clough, et al. ∙
0
∙
share
read it
