Technical articles · 2020.01.30
Why AI confidence scores need uncertainty assessment
Unsicherheitsbestimmung, Teil 1 – Uncertainties, auf die man sich verlassen kann
Overview
Using autonomous-vehicle object recognition as an example, Maximilian Henne explains why high AI confidence does not guarantee a correct prediction. The article discusses calibration, adversarial inputs and cases absent from the training data, then outlines research on uncertainty information to help a safety system assess prediction reliability.