A General Framework for Uncertainty Estimation in Deep Learning

Antonio Loquercio, Mattia Segù, Davide Scaramuzza

Neural networks predictions are unreliable when the input sample is out of the training distribution or corrupted by noise. Being able to detect such failures automatically is fund…