Novel View Synthesis on Tanks&Temples
91.5SSIMTeacher-Hash
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Teacher-HashArchitecture=Hash Grid, Role=Teacher2022.11 | 91.5 | 29.26 | — | — | — | — | — | — | — | — | — | — | 0.106 | — | — | — | — | 0.134 | |
| TensoRF-VMArchitecture=VM-decomposition, Training=From scratch2022.11 | 90.9 | 28.06 | — | — | — | — | — | — | — | — | — | — | 0.155 | — | — | — | — | 0.145 | |
| s-VMArchitecture=VM-decomposition, Method=PVD (Distillation)2022.11 | 89.9 | 27.86 | — | — | — | — | — | — | — | — | — | — | 0.181 | — | — | — | — | 0.176 | |
| s-MLPArchitecture=MLP, Method=PVD (Distillation)2022.11 | 89.1 | 27.5 | — | — | — | — | — | — | — | — | — | — | 0.19 | — | — | — | — | 0.194 | |
| s-TensorsArchitecture=Sparse Tensors, Method=PVD (Distillation)2022.11 | 86.6 | 25.31 | — | — | — | — | — | — | — | — | — | — | 0.22 | — | — | — | — | 0.263 | |
| PlenoxelsArchitecture=Sparse Tensors, Training=From scratch2022.11 | 86.5 | 25.18 | — | — | — | — | — | — | — | — | — | — | 0.261 | — | — | — | — | 0.219 | |
| NeRFArchitecture=MLP, Training=From scratch2022.11 | 86.4 | 25.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Textured GaussiansPercentage of Gaussians=100%2024.11 | 85.42 | 24.26 | 0.1684 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGS*Percentage of Gaussians=100%2024.11 | 85.41 | 24.18 | 0.1754 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3D-GSModel Compression=1.00x, Rendering Speedup=1.00x, Training Speedup=1.00x2024.11 | 84.9 | 23.7 | 0.178 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SnugBoxModel Compression=0.99x, Rendering Speedup=1.61x, Training Speedup=1.11x2024.11 | 84.9 | 23.69 | 0.178 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AccuTileModel Compression=0.99x, Rendering Speedup=1.67x, Training Speedup=1.12x2024.11 | 84.9 | 23.73 | 0.177 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Baseline 3DGSTraining Iterations=300002024.12 | 84.7 | 23.62 | 0.176 | 1.841 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MaskGaussianTraining=30000 iterations + 5000 finetune iterations2024.12 | 84.7 | 23.75 | 0.178 | 0.579 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LightGaussianTraining=30000 iterations + 5000 finetune iterations2024.12 | 84.3 | 23.75 | 0.187 | 0.626 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Soft PruningModel Compression=1.69x, Rendering Speedup=2.48x, Training Speedup=1.36x2024.11 | 84.1 | 23.54 | 0.201 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReducingModel Compression=2.56x, Rendering Speedup=1.91x, Training Speedup=1.27x2024.11 | 84 | 23.57 | 0.188 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mini-SplatModel Compression=9.20x2024.11 | 83.5 | 23.18 | 0.202 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3D-GS2025.03 | 83.1 | 24.36 | — | — | — | — | — | — | — | — | — | — | 0.213 | — | — | — | — | — | |
| TrimmingModel Compression=4.00x2024.11 | 83.1 | 23.69 | 0.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CompactModel Compression=2.19x, Rendering Speedup=1.16x, Training Speedup=0.76x2024.11 | 83.1 | 23.32 | 0.201 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Textured GaussiansPercentage of Gaussians=10%2024.11 | 82.59 | 23.41 | 0.2122 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ELMGSModel Compression=5.00x, Rendering Speedup=4.05x2024.11 | 82.5 | 23.9 | 0.233 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FA-NeRF2025.03 | 82.1 | 24.45 | — | — | — | — | — | — | — | — | — | — | 0.205 | — | — | — | — | — | |
| Hard PruningModel Compression=10.1x, Rendering Speedup=6.30x, Training Speedup=1.58x2024.11 | 82.1 | 23.45 | 0.241 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EAGLESRendering Speedup=1.73x, Training Speedup=1.19x2024.11 | 82 | 23.1 | 0.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LightModel Compression=2.94x, Rendering Speedup=1.97x2024.11 | 81.7 | 23.11 | 0.231 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGS*Percentage of Gaussians=10%2024.11 | 80.2 | 22.82 | 0.2728 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PUPModel Compression=10.0x, Rendering Speedup=4.00x2024.11 | 80.1 | 22.72 | 0.244 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mip-NeRF3602025.03 | 75.9 | 22.22 | — | — | — | — | — | — | — | — | — | — | 0.257 | — | — | — | — | — | |
| Mip-NeRF 3602024.11 | 75.9 | 22.22 | 0.257 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| iNGP-BigModel size=Big2025.03 | 75.7 | 21.69 | — | — | — | — | — | — | — | — | — | — | 0.28 | — | — | — | — | — | |
| Textured GaussiansPercentage of Gaussians=1%2024.11 | 73.99 | 21.1 | 0.3104 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| iNGP-BaseModel size=Base2025.03 | 73.1 | 21.56 | — | — | — | — | — | — | — | — | — | — | 0.318 | — | — | — | — | — | |
| Instant-NGP2024.11 | 72.3 | 21.72 | 0.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAE2025.07 | 67.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGS*Percentage of Gaussians=1%2024.11 | 67.36 | 19.9 | 0.4406 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GNT-MOVE2025.07 | 64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TensoRF2025.03 | 61.3 | 19.52 | — | — | — | — | — | — | — | — | — | — | 0.451 | — | — | — | — | — | |
| DRAESetting=Generalizable, Zero-shot=true2025.07 | — | — | — | — | 19.71 | 62.8 | 16.27 | 49.9 | 13.56 | 49.5 | 19.1 | 50.1 | — | — | — | — | — | — | |
| EVSInput View Number=62021.03 | — | — | — | — | 17.74 | 58.8 | 15.38 | 43.4 | 16.4 | 58.5 | 21.57 | 70.2 | — | 0.301 | 0.434 | 0.314 | 0.243 | — | |
| FVSInput View Number=62021.03 | — | — | — | — | 15.82 | 63.8 | 13.71 | 50.2 | 11.49 | 54.8 | 14.95 | 58.6 | — | 0.318 | 0.447 | 0.486 | 0.417 | — | |
| FVSInput View Number=Whole2021.03 | — | — | — | — | 22.62 | 86.7 | 17.9 | 75.8 | 17.14 | 78.5 | 22.03 | 83.7 | — | 0.11 | 0.22 | 0.29 | 0.16 | — | |
| GNTSetting=Generalizable, Zero-shot=true2025.07 | — | — | — | — | 17.39 | 56.1 | 14.09 | 42 | 11.29 | 41.9 | 15.36 | 41.7 | — | — | — | — | — | — | |
| NeRFInput View Number=Whole2021.03 | — | — | — | — | 20.85 | 74.7 | 16.64 | 63.5 | 16.86 | 70.2 | 21.55 | 76.5 | — | 0.513 | 0.651 | 0.602 | 0.529 | — | |
| SVNVSInput View Number=62021.03 | — | — | — | — | 21.33 | 70.8 | 18.81 | 54.2 | 19.2 | 73.2 | 22.12 | 71 | — | 0.233 | 0.386 | 0.25 | 0.245 | — | |
| SVNVSInput View Number=22021.03 | — | — | — | — | 19.2 | 62.7 | 17.44 | 46.4 | 18.14 | 66.7 | 19.98 | 60.1 | — | 0.294 | 0.475 | 0.303 | 0.35 | — | |
| SVNVSInput View Number=42021.03 | — | — | — | — | 20.41 | 68.2 | 17.82 | 49.5 | 19.37 | 69.8 | 21.31 | 66.3 | — | 0.254 | 0.43 | 0.283 | 0.275 | — |