Latent prediction on PhysInOne
0.432D Latent L2 LossNeural Voxel Dynamics (GT)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Neural Voxel Dynamics (GT)Camera setup=Single-camera, Depth source=GT depth2026.06 | 0.43 | 0.06 | |
| Neural Voxel Dynamics (estimate)Camera setup=Single-camera, Depth source=estimated depth2026.06 | 1.67 | 0.42 | |
| 2D baselineCamera setup=Single-camera, Depth source=estimated depth2026.06 | 2.25 | 0.82 | |
| Neural Voxel Dynamics (estimate)Camera setup=Multi-camera, Depth source=estimated depth2026.06 | 2.59 | 0.49 | |
| Neural Voxel Dynamics (GT)Camera setup=Multi-camera, Depth source=GT depth2026.06 | 2.62 | 0.49 | |
| Neural Voxel Dynamics (GT)Camera setup=Multi-camera, Depth source=estimated depth2026.06 | 2.62 | 0.51 | |
| 2D baselineCamera setup=Single-camera, Depth source=GT depth2026.06 | 2.99 | 0.55 | |
| CogVideoXCamera setup=Single-camera, Depth source=GT depth2026.06 | 3.02 | 0.53 | |
| Neural Voxel Dynamics (estimate)Camera setup=Single-camera, Depth source=GT depth2026.06 | 3.02 | 0.53 | |
| CogVideoXCamera setup=Single-camera, Depth source=estimated depth2026.06 | 3.08 | 0.75 | |
| Neural Voxel Dynamics (GT)Camera setup=Single-camera, Depth source=estimated depth2026.06 | 3.08 | 0.63 | |
| PhysGenCamera setup=Single-camera, Depth source=GT depth2026.06 | 3.47 | 0.52 | |
| Neural Voxel Dynamics (estimate)Camera setup=Multi-camera, Depth source=GT depth2026.06 | 3.51 | 0.66 | |
| PhysGenCamera setup=Single-camera, Depth source=estimated depth2026.06 | 3.61 | 0.71 | |
| PhysGaussianCamera setup=Single-camera, Depth source=estimated depth2026.06 | 3.95 | 0.89 | |
| PhysGenCamera setup=Multi-camera, Depth source=GT depth2026.06 | 3.98 | 0.87 | |
| PhysGaussianCamera setup=Single-camera, Depth source=GT depth2026.06 | 3.98 | 1.02 | |
| 2D baselineCamera setup=Multi-camera, Depth source=GT depth2026.06 | 3.98 | 0.99 | |
| CogVideoXCamera setup=Multi-camera, Depth source=estimated depth2026.06 | 4 | 1 | |
| CogVideoXCamera setup=Multi-camera, Depth source=GT depth2026.06 | 4.05 | 1.01 | |
| PhysGenCamera setup=Multi-camera, Depth source=estimated depth2026.06 | 4.12 | 1.02 | |
| 2D baselineCamera setup=Multi-camera, Depth source=estimated depth2026.06 | 4.14 | 1 | |
| PhysCtrlCamera setup=Single-camera, Depth source=estimated depth2026.06 | 4.23 | 0.81 | |
| PhysCtrlCamera setup=Single-camera, Depth source=GT depth2026.06 | 4.24 | 0.66 | |
| PhysCtrlCamera setup=Multi-camera, Depth source=estimated depth2026.06 | 4.34 | 0.98 | |
| PhysGaussianCamera setup=Multi-camera, Depth source=GT depth2026.06 | 4.57 | 0.9 | |
| PhysCtrlCamera setup=Multi-camera, Depth source=GT depth2026.06 | 4.57 | 0.84 | |
| PhysGaussianCamera setup=Multi-camera, Depth source=estimated depth2026.06 | 4.62 | 1.04 |