@inproceedings{79, author = {Krzysztof Czarnecki and Rick Salay}, title = {Towards a Framework to Manage Perceptual Uncertainty for Safe Automated Driving}, abstract = {

Perception is a safety-critical function of autonomous vehicles and machine learning (ML) plays a key role in its implementation. This position paper identifies (1) perceptual uncertainty as a perfor- mance measure used to define safety requirements and (2) its influence factors when using supervised ML. This work is a first step towards a framework for measuring and controling the effects of these factors and supplying evidence to support claims about perceptual uncertainty.\ 

}, year = {2018}, journal = {Towards a Framework to Manage Perceptual Uncertainty for Safe Automated Driving}, month = {09/2018}, publisher = {Springer}, address = {Väster\r as, Sweden}, }