Dropout Distillation for Efficiently Estimating Model Confidence

Corina Gurau, Alex Bewley, Ingmar Posner

We propose an efficient way to output better calibrated uncertainty scores from neural networks. The Distilled Dropout Network (DDN) makes standard (non-Bayesian) neural networks m…