no code implementations • 20 Aug 2018 • Christina Koutsoumpa, Jennifer Keegan, David Firmin, Guang-Zhong Yang, Duncan Gillies
Methods: Translational motion is estimated from a suitable region of velocities automatically defined in the left-ventricular volume.
no code implementations • 15 Jul 2018 • Zhongliu Xie, Duncan Gillies
Over the past decades, state-of-the-art medical image segmentation has heavily rested on signal processing paradigms, most notably registration-based label propagation and pair-wise patch comparison, which are generally slow despite a high segmentation accuracy.
no code implementations • 21 Feb 2018 • Mohamed Hajaj, Duncan Gillies
Deep convolution networks have proved very successful with big datasets such as the 1000-classes ImageNet.
no code implementations • 21 Feb 2018 • Mohamed Hajaj, Duncan Gillies
If training batches are structured as balanced batches (one image per class), and inference is also carried out on balanced test batches, using the batch's own means and variances, then the conditional results will improve considerably.