Deep Learning Analysis of Cardiac MRI in Legacy Datasets: Multi-Ethnic Study of Atherosclerosis

no code implementations • 28 Oct 2021 • Avan Suinesiaputra, Charlene A Mauger, Bharath Ambale-Venkatesh, David A Bluemke, Josefine Dam Gade, Kathleen Gilbert, Mark Janse, Line Sofie Hald, Conrad Werkhoven, Colin Wu, Joao A Lima, Alistair A Young

With the advent of large-scale cardiac imaging data, statistical atlases become a powerful tool to provide automated and precise quantification of the status of patient-specific heart geometry with respect to reference populations.

Transfer Learning

CardiSort: a convolutional neural network for cross vendor automated sorting of cardiac MR images

1 code implementation • 17 Sep 2021 • Ruth P Lim, Stefan Kachel, Adriana DM Villa, Leighton Kearney, Nuno Bettencourt, Alistair A Young, Amedeo Chiribiri, Cian M Scannell

External validation of MVT (MVTexternal) was performed on data from 3 previously unseen magnet systems from 2 vendors (n=80 patients).