2.7k citations · 2.9k across the 6 of their papers we have counts for
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cs.CV2018
Leveraging Uncertainty Estimates for Predicting Segmentation Quality
Terrance DeVries, Graham W. Taylor
The use of deep learning for medical imaging has seen tremendous growth in the research community. One reason for the slow uptake of these systems in the clinical setting is that t…
stat.ML2018
Learning Confidence for Out-of-Distribution Detection in Neural Networks
Terrance DeVries, Graham W. Taylor
Modern neural networks are very powerful predictive models, but they are often incapable of recognizing when their predictions may be wrong. Closely related to this is the task of…