Class-Distribution Guided Active Learning for 3D Occupancy Prediction in Autonomous Driving

Wonjune Kim, In-Jae Lee, Sihwan Hwang +2

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 re…