Automated segmentation of long and short axis DENSE cardiovascular magnetic resonance for myocardial strain analysis using spatio-temporal convolutional neural networks - Barbaroux, Hugo; Kunze, Karl P.; Neji, Radhouene; Nazir, Muhummad Sohaib; Pennell, Dudley J.; Nielles-Vallespin, Sonia; Scott, Andrew D.; Young, Alistair A. (Journal of cardiovascular magnetic resonance, 2023)
Keywords: Angiology; Artificial neural networks; Automation; Cardiac; Cardiology; Cardiomyopathy; Datasets; Deep learning; DENSE; Dilated cardiomyopathy; Echoes; Heart; Heart attack; Heart diseases; Humans; Image contrast; Image processing; Image segmentation; Imaging; Magnetic resonance; Magnetic Resonance Imaging; Magnetic Resonance Imaging, Cine - methods; Magnetic Resonance Spectroscopy; Medical imaging; Medicine; Medicine & Public Health; Metric space; MRI; Myocardial infarction; Myocarditis; Myocardium; Myocardium - pathology; Neural networks; Neural Networks, Computer; Performance evaluation; Predictive Value of Tests; Quality control; Radiology; Reproducibility; Reproducibility of Results; Segmentation; Spatio-temporal; Strain; Strain analysis; User interface; Ventricle; Deep learning; Spatio-temporal; DENSE; Segmentation; MRI; Cardiac; Strain