Uncertainty-Aware Deep Classifiers using Generative Models

no code implementations • 7 Jun 2020 • Murat Sensoy, Lance Kaplan, Federico Cerutti, Maryam Saleki

Some recent approaches quantify classification uncertainty directly by training the model to output high uncertainty for the data samples close to class boundaries or from the outside of the training distribution.

Anomaly Detection