Emerging Methods in Non-invasive Vascular Imaging

38.8K
views
77
authors
11
articles
Cover image for research topic "Emerging Methods in Non-invasive Vascular Imaging"
Editors
4
Impact
Loading...
Original Research
22 March 2022

Motivation: Retinal microvasculature is a unique window for predicting and monitoring major cardiovascular diseases, but high throughput tools based on deep learning for in-detail retinal vessel analysis are lacking. As such, we aim to develop and validate an artificial intelligence system (Retina-based Microvascular Health Assessment System, RMHAS) for fully automated vessel segmentation and quantification of the retinal microvasculature.

Results: RMHAS achieved good segmentation accuracy across datasets with diverse eye conditions and image resolutions, having AUCs of 0.91, 0.88, 0.95, 0.93, 0.97, 0.95, 0.94 for artery segmentation and 0.92, 0.90, 0.96, 0.95, 0.97, 0.95, 0.96 for vein segmentation on the AV-WIDE, AVRDB, HRF, IOSTAR, LES-AV, RITE, and our internal datasets. Agreement and repeatability analysis supported the robustness of the algorithm. For vessel analysis in quantity, less than 2 s were needed to complete all required analysis.

7,731 views
47 citations
Recommended Research Topics
Frontiers Logo

Frontiers in Cardiovascular Medicine

Current and Future Role of Artificial Intelligence in Cardiac Imaging
Edited by Steffen Erhard Petersen, Karim Lekadir, Alistair A Young, Tim Leiner
222.1K
views
40
authors
10
articles
Frontiers Logo

Frontiers in Cardiovascular Medicine

Quantitative Imaging (QI) and Artificial Intelligence (AI) in Cardiovascular Diseases
Edited by Sebastian Kelle, Rene M Botnar, Marcus R Makowski, Daniel Rueckert, Alexander Meyer
118.6K
views
159
authors
16
articles
Frontiers Logo

Frontiers in Cardiovascular Medicine

Novel Approaches In Cardiac Imaging
Edited by Giuseppe Pannarale, Artur Dziewierz, Francesco Pelliccia, Carlo Gaudio
46.3K
views
158
authors
20
articles
Frontiers Logo

Frontiers in Cardiovascular Medicine

Advanced Quantitative Indexes in Cardiovascular Magnetic Resonance Imaging
Edited by Xiaoyue Zhou, Rob J Van Der Geest, YUCHENG CHEN, Peng Hu, Ming Yen Ng
41K
views
139
authors
19
articles
Frontiers Logo

Frontiers in Cardiovascular Medicine

Evaluation of Coronary Microvascular Dysfunction Based on Cardiovascular Imaging
Edited by Kuncheng Li, Gerald Pohost, Liming Xia, Jie Zheng
13.8K
views
68
authors
9
articles