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Saliency Mapping in Convolutional Neural Networks to Determine Brain Age Trajectories

Brain Age (BA) estimation via Deep Learning has become a strong and reliable bio-marker for brain health, but the black-box nature of Neural Networks does not easily allow insight into the causal features of brain ageing. In this work, a ResNet model was trained as a BA regressor on T1 structural br...

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Bibliographic Details
Main Author: Taylor, Daniel
Other Authors: Shock, Jonathan
Format: Thesis
Language:English
Published: Department of Mathematics and Applied Mathematics 2023
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