Update README.md

Author: iimog

README.md

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-# transversal-cmr-seg
+# Transversal CMR Segmentation
 Experiments into segmentation of transversal slices of cardiac MR images
+
+## Initial model
+Trained using fastai v1 on 138 images (90 training, 48 validation) from 6 volunteers. Classes to predict were left ventricular cavity and left ventricular myocardium.
+
+The provided model file (see release page) `b0_transversal_5_5.pth` is the base model from
+> A Deep Learning Based Cardiac Cine Segmentation Framework for Clinicians - Transfer Learning Application to 7T Markus J Ankenbrand, David Lohr, Wiebke Schlötelburg, Theresa Reiter, Tobias Wech, Laura Maria Schreiber medRxiv 2020.06.15.20131656; doi: https://doi.org/10.1101/2020.06.15.20131656
+
+trained for 5 epochs frozen (max_lr=1e-3) and 5 epochs unfrozen (max_lr=1e-4)