Novel View Synthesis on RE10K challenging views (test)
25.02PSNREcoSplat
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| EcoSplatPercentage of Gaussians=40%, Input views=242025.12 | 25.02 | 0.847 | 0.151 | |
| EcoSplatPercentage of Gaussians=70%, Input views=242025.12 | 24.9 | 0.845 | 0.151 | |
| EcoSplatPercentage of Gaussians=10%, Input views=242025.12 | 24.87 | 0.845 | 0.156 | |
| EcoSplatPercentage of Gaussians=5%, Input views=242025.12 | 24.8 | 0.843 | 0.157 | |
| SPFSplat + PUP 3D-GSPercentage of Gaussians=70%, Optimization iterations=1K, Input views=242025.12 | 24.5 | 0.84 | 0.205 | |
| SPFSplat + LightgaussianPercentage of Gaussians=70%, Optimization iterations=1K, Input views=242025.12 | 24.38 | 0.838 | 0.206 | |
| SPFSplat + PUP 3D-GSPercentage of Gaussians=40%, Optimization iterations=1K, Input views=242025.12 | 24.13 | 0.835 | 0.21 | |
| SPFSplat + LightgaussianPercentage of Gaussians=40%, Optimization iterations=10K, Input views=242025.12 | 24.07 | 0.807 | 0.232 | |
| SPFSplat + PUP 3D-GSPercentage of Gaussians=70%, Optimization iterations=10K, Input views=242025.12 | 24.07 | 0.802 | 0.245 | |
| SPFSplat + LightgaussianPercentage of Gaussians=70%, Optimization iterations=10K, Input views=242025.12 | 24.06 | 0.804 | 0.244 | |
| SPFSplat + PUP 3D-GSPercentage of Gaussians=40%, Optimization iterations=10K, Input views=242025.12 | 24.05 | 0.807 | 0.239 | |
| SPFSplat + PUP 3D-GSPercentage of Gaussians=10%, Optimization iterations=10K, Input views=242025.12 | 23.99 | 0.822 | 0.219 | |
| SPFSplat + LightgaussianPercentage of Gaussians=40%, Optimization iterations=1K, Input views=242025.12 | 23.92 | 0.83 | 0.218 | |
| SPFSplat + PUP 3D-GSPercentage of Gaussians=5%, Optimization iterations=10K, Input views=242025.12 | 23.73 | 0.819 | 0.224 | |
| SPFSplat + PUP 3D-GSPercentage of Gaussians=10%, Optimization iterations=1K, Input views=242025.12 | 23.39 | 0.821 | 0.229 | |
| SPFSplat + LightgaussianPercentage of Gaussians=10%, Optimization iterations=1K, Input views=242025.12 | 22.79 | 0.799 | 0.272 | |
| SPFSplat + LightgaussianPercentage of Gaussians=10%, Optimization iterations=10K, Input views=242025.12 | 22.79 | 0.799 | 0.272 | |
| SPFSplat + PUP 3D-GSPercentage of Gaussians=5%, Optimization iterations=1K, Input views=242025.12 | 22.67 | 0.803 | 0.259 | |
| SPFSplat + LightgaussianPercentage of Gaussians=5%, Optimization iterations=1K, Input views=242025.12 | 22.08 | 0.774 | 0.314 | |
| SPFSplat + LightgaussianPercentage of Gaussians=5%, Optimization iterations=10K, Input views=242025.12 | 22.08 | 0.774 | 0.314 | |
| WorldMirrorPercentage of Gaussians=70%, Input views=242025.12 | 20.55 | 0.736 | 0.203 | |
| 3DGS-MCMCPercentage of Gaussians=10%, Input views=242025.12 | 20.5 | 0.71 | 0.304 | |
| 3DGS-MCMCPercentage of Gaussians=5%, Input views=242025.12 | 20.34 | 0.698 | 0.316 | |
| 3DGS-MCMCPercentage of Gaussians=40%, Input views=242025.12 | 20.28 | 0.715 | 0.313 | |
| AnySplatPercentage of Gaussians=70%, Input views=242025.12 | 20.13 | 0.714 | 0.189 | |
| 3DGS-MCMCPercentage of Gaussians=70%, Input views=242025.12 | 19.97 | 0.71 | 0.329 | |
| AnySplatPercentage of Gaussians=40%, Input views=242025.12 | 18.73 | 0.676 | 0.253 | |
| WorldMirrorPercentage of Gaussians=40%, Input views=242025.12 | 18.37 | 0.683 | 0.287 | |
| LightgaussianPercentage of Gaussians=40%, Input views=242025.12 | 17.57 | 0.663 | 0.42 | |
| LightgaussianPercentage of Gaussians=70%, Input views=242025.12 | 17.43 | 0.658 | 0.415 | |
| PUP 3D-GSPercentage of Gaussians=70%, Input views=242025.12 | 17.3 | 0.658 | 0.417 | |
| PUP 3D-GSPercentage of Gaussians=40%, Input views=242025.12 | 17.01 | 0.653 | 0.422 | |
| PUP 3D-GSPercentage of Gaussians=10%, Input views=242025.12 | 16.69 | 0.635 | 0.452 | |
| LightgaussianPercentage of Gaussians=10%, Input views=242025.12 | 16.44 | 0.631 | 0.459 | |
| LightgaussianPercentage of Gaussians=5%, Input views=242025.12 | 15.82 | 0.605 | 0.477 | |
| PUP 3D-GSPercentage of Gaussians=5%, Input views=242025.12 | 15.72 | 0.6 | 0.503 | |
| SPFSplat + PUP 3D-GSPercentage of Gaussians=70%, Optimization iterations=None, Input views=242025.12 | 14.75 | 0.69 | 0.252 | |
| SPFSplat + LightgaussianPercentage of Gaussians=70%, Optimization iterations=None, Input views=242025.12 | 13.67 | 0.669 | 0.274 | |
| SPFSplat + PUP 3D-GSPercentage of Gaussians=40%, Optimization iterations=None, Input views=242025.12 | 11.54 | 0.556 | 0.367 | |
| AnySplatPercentage of Gaussians=10%, Input views=242025.12 | 10.97 | 0.44 | 0.469 | |
| MVSplat + LightgaussianPercentage of Gaussians=70%, Input views=242025.12 | 10.84 | 0.43 | 0.583 | |
| MVSplat + PUP 3D-GSPercentage of Gaussians=70%, Input views=242025.12 | 10.84 | 0.429 | 0.455 | |
| SPFSplat + LightgaussianPercentage of Gaussians=40%, Optimization iterations=None, Input views=242025.12 | 10.51 | 0.519 | 0.415 | |
| MVSplat + PUP 3D-GSPercentage of Gaussians=40%, Input views=242025.12 | 9.89 | 0.386 | 0.491 | |
| WorldMirrorPercentage of Gaussians=10%, Input views=242025.12 | 9.74 | 0.381 | 0.526 | |
| MVSplat + LightgaussianPercentage of Gaussians=40%, Input views=242025.12 | 9.32 | 0.368 | 0.509 | |
| AnySplatPercentage of Gaussians=5%, Input views=242025.12 | 7.92 | 0.268 | 0.574 | |
| SPFSplat + LightgaussianPercentage of Gaussians=10%, Optimization iterations=None, Input views=242025.12 | 7.34 | 0.285 | 0.612 | |
| WorldMirrorPercentage of Gaussians=5%, Input views=242025.12 | 7.31 | 0.222 | 0.627 | |
| SPFSplat + LightgaussianPercentage of Gaussians=5%, Optimization iterations=None, Input views=242025.12 | 6.64 | 0.243 | 0.647 | |
| SPFSplat + PUP 3D-GSPercentage of Gaussians=10%, Optimization iterations=None, Input views=242025.12 | 6.37 | 0.224 | 0.564 | |
| MVSplat + PUP 3D-GSPercentage of Gaussians=10%, Input views=242025.12 | 5.65 | 0.114 | 0.663 | |
| MVSplat + LightgaussianPercentage of Gaussians=10%, Input views=242025.12 | 5.32 | 0.098 | 0.697 | |
| SPFSplat + PUP 3D-GSPercentage of Gaussians=5%, Optimization iterations=None, Input views=242025.12 | 5.31 | 0.136 | 0.61 | |
| MVSplat + PUP 3D-GSPercentage of Gaussians=5%, Input views=242025.12 | 4.86 | 0.065 | 0.688 | |
| MVSplat + LightgaussianPercentage of Gaussians=5%, Input views=242025.12 | 4.75 | 0.053 | 0.727 |