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.

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