Automated Segmentation of Left Ventricular Myocardium on Cardiac Computed Tomography Using Deep Learning.
Hyun Jung KooJune Goo LeeJi Yeon KoGaeun LeeJoon Won KangYoung Hak KimDong-Hyun YangPublished in: Korean journal of radiology (2020)
We present deep learning-based automatic segmentation of the LV myocardium and the results are comparable to manual segmentation data with high sensitivity, specificity, and high similarity scores.
Keyphrases
- deep learning
- left ventricular
- convolutional neural network
- computed tomography
- artificial intelligence
- machine learning
- big data
- heart failure
- magnetic resonance imaging
- acute myocardial infarction
- positron emission tomography
- electronic health record
- cardiac resynchronization therapy
- left atrial
- aortic stenosis
- magnetic resonance
- single cell
- high throughput
- image quality
- aortic valve