Hanieh Shojaei Miandashti

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

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…