Landmark Detection in Cardiac MRI by Using a Convolutional Neural Network.
Hui XueJessica ArticoMarianna FontanaJames C MoonRhodri H DaviesPeter KellmanPublished in: Radiology. Artificial intelligence (2021)
A CNN was developed for landmark detection on both long- and short-axis CMR images acquired with cine, LGE, and T1 mapping sequences, and the accuracy of the CNN was comparable with the interreader variation.Keywords: Cardiac, Heart, Convolutional Neural Network (CNN), Deep Learning Algorithms, Machine Learning Algorithms, Feature Detection, Quantification, Supervised Learning, MR Imaging Supplemental material is available for this article. Published under a CC BY 4.0 license.
Keyphrases
- convolutional neural network
- deep learning
- machine learning
- artificial intelligence
- loop mediated isothermal amplification
- real time pcr
- label free
- left ventricular
- big data
- magnetic resonance imaging
- contrast enhanced
- heart failure
- high resolution
- atrial fibrillation
- optical coherence tomography
- sensitive detection