Autonomous Driving

Evaluation of Video Coding for Machines without Ground Truth featured image

Evaluation of Video Coding for Machines without Ground Truth

In the emerging field of video coding for machines, video datasets with pristine video quality and high-quality annotations are required for a comprehensive evaluation. However, …

kristian-fischer
Trajectory-Based Failure Prediction for Autonomous Driving featured image

Trajectory-Based Failure Prediction for Autonomous Driving

In autonomous driving, complex traffic scenarios can cause situations that require human supervision to resolve safely. Instead of only reacting to such events, it is desirable to …

christopher-kuhn
Introspective Failure Prediction for Autonomous Driving Using Late Fusion of State and Camera Information featured image

Introspective Failure Prediction for Autonomous Driving Using Late Fusion of State and Camera Information

We present an introspective failure prediction approach for autonomous vehicles. In autonomous driving, complex or unknown scenarios can cause a disengagement of the self-driving …

christopher-kuhn
Introspective Black Box Failure Prediction for Autonomous Driving featured image

Introspective Black Box Failure Prediction for Autonomous Driving

Failures in autonomous driving caused by complex traffic situations or model inaccuracies remain inevitable in the near future. While much research is focused on how to prevent …

christopher-kuhn
CARLA featured image

CARLA

Open-source simulator for autonomous driving research