Novel View Synthesis on D-NeRF synthetic (test)
43.31Average PSNRSC-GS
Evaluation results
| Method | Links | |||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SC-GS2023.12 | 43.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.997 | — | 0.0063 | — | — | |
| SC-GS2025.03 | 43.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.998 | 0.0066 | — | — | — | |
| SC-GSSkeleton=No, resolution=400 x 4002024.12 | 42.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9955 | 0.0028 | — | 123.04 | 53.3 | |
| RigGS2025.03 | 40.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.996 | 0.0112 | — | — | — | |
| D-3D-GSSkeleton=No, resolution=800 x 8002024.12 | 40.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9918 | 0.012 | — | 42.1 | 66 | |
| Template-free Articulated Gaussian SplattingSkeleton=Yes, resolution=400 x 4002024.12 | 39.23 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.989 | 0.007 | — | 110.9 | 92.5 | |
| Template-free Articulated Gaussian SplattingSkeleton=Yes, resolution=800 x 8002024.12 | 38.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.987 | 0.0095 | — | 103.98 | 90.6 | |
| Baseline2023.12 | 38.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.992 | — | 0.0162 | — | — | |
| SP-GSSkeleton=No, resolution=800 x 8002024.12 | 37.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9884 | 0.0137 | — | 234.83 | 52.3 | |
| 4D-GSSkeleton=No, resolution=800 x 8002024.12 | 34.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.983 | 0.019 | — | 141.37 | 20 | |
| 4D-GSTraining Time=8 mins, FPS=82, Storage (MB)=18, Resolution=800x8002023.10 | 34.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.98 | 0.02 | — | — | — | |
| 4D-GS2023.12 | 34.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.987 | — | 0.0316 | — | — | |
| NPGsResolution=400x4002023.12 | 33.92 | 34.06 | 0.99 | 0.03 | 38.73 | 0.98 | 0.04 | 33.73 | 0.98 | 0.03 | 37.95 | 0.99 | 0.02 | 35.82 | 0.99 | 0.02 | 24.82 | 0.93 | 0.05 | 32.35 | 0.98 | 0.02 | 0.98 | 0.03 | — | — | — | |
| Neural Parametric GaussiansResolution=800x800, Number of Gaussians (N)=50002023.12 | 33.86 | 33.97 | 0.9828 | 0.0345 | 38.68 | 0.978 | 0.0537 | 33.39 | 0.9735 | 0.046 | 38.2 | 0.9889 | 0.0257 | 36.02 | 0.984 | 0.0311 | 24.63 | 0.9312 | 0.0716 | 32.1 | 0.9818 | 0.031 | 0.9743 | 0.0419 | — | — | — | |
| TiNeuVox-B2023.12 | 33.76 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.983 | — | 0.0441 | — | — | |
| FF-NVS2023.12 | 33.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.979 | — | 0.0357 | — | — | |
| V4DTraining Time=6.9 hours, FPS=2.08, Storage (MB)=377, Resolution=800x8002023.10 | 33.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.98 | 0.02 | — | — | — | |
| 4D-GS2025.03 | 33.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.989 | 0.0233 | — | — | — | |
| FFDNERFFPS=<1, Storage (MB)=440, Resolution=800x8002023.10 | 32.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.97 | 0.04 | — | — | — | |
| TiNeuVox-BTraining Time=28 mins, FPS=1.5, Storage (MB)=48, Resolution=800x8002023.10 | 32.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.97 | 0.04 | — | — | — | |
| TiNeuVox-BSkeleton=No, resolution=400 x 4002024.12 | 32.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9783 | 0.0383 | — | 0.82 | 28 | |
| TiNeuVox2025.03 | 32.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.983 | 0.0436 | — | — | — | |
| K-Planes2023.12 | 32.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.973 | — | 0.0382 | — | — | |
| D-NeRF2023.12 | 31.69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.975 | — | 0.0575 | — | — | |
| KPlanesTraining Time=52 mins, FPS=0.97, Storage (MB)=418, Resolution=800x8002023.10 | 31.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.97 | — | — | — | — | |
| TiNeuVoxResolution=400x4002023.12 | 31.52 | 34.23 | 0.98 | 0.03 | 28.17 | 0.97 | 0.07 | 31.45 | 0.97 | 0.05 | 35.43 | 0.99 | 0.02 | 33.61 | 0.98 | 0.03 | 25.02 | 0.92 | 0.07 | 32.7 | 0.98 | 0.03 | 0.97 | 0.04 | — | — | — | |
| MSTHTraining Time=6 mins, Resolution=800x8002023.10 | 31.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.98 | 0.02 | — | — | — | |
| HexPlane-SlimTraining Time=11m 30s, FPS=2.5, Storage (MB)=38, Resolution=800x8002023.10 | 31.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.97 | 0.04 | — | — | — | |
| K-Plane hybridSkeleton=No, resolution=400 x 4002024.12 | 31.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9717 | 0.0495 | — | 0.52 | 52 | |
| AP-NeRF2025.03 | 30.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.97 | 0.035 | — | — | — | |
| AP-NeRFSkeleton=Yes, resolution=400 x 4002024.12 | 30.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.97 | 0.035 | — | 1.33 | 150 | |
| TiNeuVoxResolution=800x8002023.12 | 30.8 | 33.49 | 0.9771 | 0.0408 | 27.1 | 0.9638 | 0.0768 | 30.61 | 0.9599 | 0.0592 | 34.61 | 0.9797 | 0.0326 | 31.87 | 0.9607 | 0.0474 | 26.64 | 0.9258 | 0.0877 | 31.25 | 0.9666 | 0.0478 | 0.9619 | 0.056 | — | — | — | |
| D-NeRFSkeleton=No, resolution=400 x 4002024.12 | 30.48 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9683 | 0.045 | — | — | 20 | |
| D-NeRF2025.03 | 30.48 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.973 | 0.0492 | — | — | — | |
| HexPlaneResolution=400x4002023.12 | 29.81 | 31.65 | 0.97 | 0.04 | 24.24 | 0.94 | 0.07 | 28.71 | 0.96 | 0.05 | 34.36 | 0.98 | 0.02 | 33.79 | 0.98 | 0.03 | 25.22 | 0.94 | 0.04 | 30.67 | 0.98 | 0.03 | 0.96 | 0.04 | — | — | — | |
| HexplaneSkeleton=No, resolution=400 x 4002024.12 | 29.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9683 | 0.04 | — | 1.37 | 11.5 | |
| D-NeRFResolution=800x8002023.12 | 29.34 | 32.7 | 0.9779 | 0.0388 | 24.06 | 0.944 | 0.0709 | 29.02 | 0.9595 | 0.0546 | 33.13 | 0.9781 | 0.0355 | 30.31 | 0.9672 | 0.0392 | 25.56 | 0.9363 | 0.0821 | 30.61 | 0.9671 | 0.0535 | 0.9614 | 0.0534 | — | — | — | |
| D-NeRFResolution=400x4002023.12 | 29.22 | 32.8 | 0.98 | 0.03 | 25.02 | 0.95 | 0.06 | 29.25 | 0.96 | 0.11 | 32.79 | 0.98 | 0.02 | 31.29 | 0.97 | 0.02 | 21.64 | 0.83 | 0.16 | 31.75 | 0.97 | 0.03 | 0.95 | 0.06 | — | — | — | |
| HexPlaneResolution=800x8002023.12 | 28.87 | 31 | 0.9723 | 0.0419 | 23.51 | 0.9479 | 0.0786 | 27.63 | 0.949 | 0.063 | 32.84 | 0.9792 | 0.0308 | 32.04 | 0.967 | 0.0425 | 24.81 | 0.935 | 0.0621 | 30.23 | 0.9699 | 0.0418 | 0.96 | 0.0515 | — | — | — | |
| Tensor4D2023.12 | 27.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.947 | — | 0.0471 | — | — | |
| WIMSkeleton=Yes, resolution=400 x 4002024.12 | 25.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9383 | 0.07 | — | 0.16 | 11 | |
| 3D-GSTraining Time=10 mins, FPS=170, Storage (MB)=10, Resolution=800x8002023.10 | 23.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.93 | 0.08 | — | — | — |