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Claus Brenner

3 accepted papers

2025

Uncertainty-Aware Scene Understanding via Efficient Sampling-Free Confidence Estimation

CoRL 2025poster

Reliable scene understanding requires not only accurate predictions but also well-calibrated confidence estimates to ensure calibrated uncertainty estimation, especially in safety-critical domains like autonomous driving. In this context, semantic segmentation of LiDAR points supports real-time 3D s…

Cited by 0SourceScholar
2022

Interval-based Visual-Inertial LiDAR SLAM with Anchoring Poses

ICRA 2022poster

We present a novel interval-based visual-inertial LiDAR SLAM (i-VIL SLAM) method that solely assumes sensor errors to be bounded and propagates the error from the input sources to the estimated map and trajectory using interval analysis. The method allows us to restrict the solution set of the robot…

Cited by 5SourceScholar