2026
ShelfOcc: Native 3D Supervision beyond LiDAR for Vision-Based Occupancy Estimation
CVPR 2026
Recent progress in self- and weakly supervised occupancy estimation has largely relied on 2D projection or rendering-based supervision, which suffers from geometric inconsistencies and severe depth bleeding.We thus introduce ShelfOcc, a vision-only method that overcomes these limitations without rel