2026
An Instance-Centric Panoptic Occupancy Prediction Benchmark for Autonomous Driving
CVPR 2026
Panoptic occupancy prediction aims to jointly infer voxel-wise semantics and instance identities within a unified 3D scene representation. Nevertheless, progress in this field remains constrained by the absence of high-quality 3D mesh resources, instance-level annotations, and physically consistent