Metric: JSD BEV (higher is better)
| # | Model↕ | JSD BEV▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | LiDiff | 0.444 | No | Scaling Diffusion Models to Real-World 3D LiDAR ... | 2024-03-20 | Code |
| 2 | LiDPM | 0.44 | No | LiDPM: Rethinking Point Diffusion for Lidar Scen... | 2025-04-24 | Code |
| 3 | LiDiff (refined) | 0.416 | No | Scaling Diffusion Models to Real-World 3D LiDAR ... | 2024-03-20 | Code |
| 4 | LiDPM (refined) | 0.403 | No | LiDPM: Rethinking Point Diffusion for Lidar Scen... | 2025-04-24 | Code |