2026
Class-Distribution Guided Active Learning for 3D Occupancy Prediction in Autonomous Driving
RA-L 2026
3D occupancy prediction provides dense spatial understanding critical for safe autonomous driving. However, this task suffers from a severe class imbalance due to its volumetric representation, where safety-critical objects (bicycles, traffic cones, pedestrians) occupy minimal voxels compared to dom