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20182023
most citedA Topological Loss Function for Deep-Learning based Image Segmentation using Persistent Homology

271 citations · 535 across the 37 of their papers we have counts for

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Showing 2022Show all

6 papers · 1 filter

eess.IV2022

Automated Quality Controlled Analysis of 2D Phase Contrast Cardiovascular Magnetic Resonance Imaging

Emily Chan, Ciaran O'Hanlon, Carlota Asegurado Marquez +11

Flow analysis carried out using phase contrast cardiac magnetic resonance imaging (PC-CMR) enables the quantification of important parameters that are used in the assessment of car…

eess.IV2022★ 1 cited

A systematic study of race and sex bias in CNN-based cardiac MR segmentation

Tiarna Lee, Esther Puyol-Anton, Bram Ruijsink +2

In computer vision there has been significant research interest in assessing potential demographic bias in deep learning models. One of the main causes of such bias is imbalance in…

cs.CV2022★ 1 cited

A Study of Demographic Bias in CNN-based Brain MR Segmentation

Stefanos Ioannou, Hana Chockler, Alexander Hammers +1

Convolutional neural networks (CNNs) are increasingly being used to automate the segmentation of brain structures in magnetic resonance (MR) images for research studies. In other a…

eess.IV2022

Deep Learning-based Segmentation of Pleural Effusion From Ultrasound Using Coordinate Convolutions

Germain Morilhat, Naomi Kifle, Sandra FinesilverSmith +7

In many low-to-middle income (LMIC) countries, ultrasound is used for assessment of pleural effusion. Typically, the extent of the effusion is manually measured by a sonographer, l…

eess.IV2022

A Deep Learning-based Integrated Framework for Quality-aware Undersampled Cine Cardiac MRI Reconstruction and Analysis

Inês P. Machado, Esther Puyol-Antón, Kerstin Hammernik +10

Cine cardiac magnetic resonance (CMR) imaging is considered the gold standard for cardiac function evaluation. However, cine CMR acquisition is inherently slow and in recent decade…

physics.med-ph2022

AI-enabled Assessment of Cardiac Systolic and Diastolic Function from Echocardiography

Esther Puyol-Antón, Bram Ruijsink, Baldeep S. Sidhu +12

Left ventricular (LV) function is an important factor in terms of patient management, outcome, and long-term survival of patients with heart disease. The most recently published cl…