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Automated Detection of Individual Micro-calcifications from Mammograms using a Multi-stage Cascade Approach
Zhi Lu, Gustavo Carneiro, Neeraj Dhungel +1
In mammography, the efficacy of computer-aided detection methods depends, in part, on the robust localisation of micro-calcifications (C). Currently, the most effective methods…
Automated 5-year Mortality Prediction using Deep Learning and Radiomics Features from Chest Computed Tomography
Gustavo Carneiro, Luke Oakden-Rayner, Andrew P. Bradley +2
We propose new methods for the prediction of 5-year mortality in elderly individuals using chest computed tomography (CT). The methods consist of a classifier that performs this pr…
Unsupervised CNN for Single View Depth Estimation: Geometry to the Rescue
Ravi Garg, Vijay Kumar BG, Gustavo Carneiro +1
A significant weakness of most current deep Convolutional Neural Networks is the need to train them using vast amounts of manu- ally labelled data. In this work we propose a unsupe…