Search Results for author: Justin Goulda

Found 1 papers, 0 papers with code

Uncertainty Aware Training to Improve Deep Learning Model Calibration for Classification of Cardiac MR Images

no code implementations29 Aug 2023 Tareen Dawood, Chen Chen, Baldeep S. Sidhua, Bram Ruijsink, Justin Goulda, Bradley Porter, Mark K. Elliott, Vishal Mehta, Christopher A. Rinaldi, Esther Puyol-Anton, Reza Razavi, Andrew P. King

The best-performing model in terms of both classification accuracy and the most common calibration measure, expected calibration error (ECE) was the Confidence Weight method, a novel approach that weights the loss of samples to explicitly penalise confident incorrect predictions.

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