Search Results for author: Duncan Gillies

Found 4 papers, 0 papers with code

Translational Motion Compensation for Soft Tissue Velocity Images

no code implementations20 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.

Motion Compensation

Near Real-time Hippocampus Segmentation Using Patch-based Canonical Neural Network

no code implementations15 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.

Hippocampus Image Classification +4

Learning Multiple Categories on Deep Convolution Networks

no code implementations21 Feb 2018 Mohamed Hajaj, Duncan Gillies

Deep convolution networks have proved very successful with big datasets such as the 1000-classes ImageNet.

Batch Normalization and the impact of batch structure on the behavior of deep convolution networks

no code implementations21 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.

Unity

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