Automated cardiovascular magnetic resonance image analysis with fully convolutional networks.

Wenjia BaiMatthew SinclairGiacomo TarroniOzan OktayMartin RajchlGhislain VaillantAaron M LeeNay AungElena LukaschukMihir M SanghviFilip ZemrakKenneth FungJose Miguel PaivaValentina CarapellaYoung Jin KimHideaki SuzukiBernhard KainzPaul M MatthewsSteffen E PetersenStefan K PiechnikStefan NeubauerBen GlockerDaniel Rueckert

Published in: Journal of cardiovascular magnetic resonance : official journal of the Society for Cardiovascular Magnetic Resonance (2018)

We show that an automated method achieves a performance on par with human experts in analysing CMR images and deriving clinically relevant measures.

Keyphrases

magnetic resonance
deep learning
endothelial cells
machine learning
convolutional neural network
induced pluripotent stem cells
high throughput
pluripotent stem cells
optical coherence tomography
neural network
magnetic resonance imaging
network analysis