Dr. Peter Schlicht, Car.SW Org, will give a talk on "Measuring the performance of Deep Neural Networks for Automated Driving Systems". It will take place on April, 13th 17:00 online via Zoom.
After introducing the basic notions of deep learning and training deep neural networks (DNNs) for perception systems, we explain the usage of DNNs within software systems for highly automated driving functions. Within those safety critical systems, the need for evaluating the safety is imperative. We will present some of the key challenges with respect to the development and continual usage of DNNs in autonomous systems and propose some approaches to mitigate those challenges.
Lecture Series: MathCoRe