Novel View Synthesis on Neu3D
33.12PSNR (dB)4D Neural Voxel Splatting
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4D Neural Voxel SplattingTraining Time=25 mins, Rendering FPS=43, Rendering Resolution=1,352×1,014, View Refinement=gradient-selection selection2025.11 | 33.12 | — | — | — | — | — | — | — | — | — | — | — | — | 0.021 | |
| Im4DTraining Time=28 mins, Rendering FPS=5, Rendering Resolution=1,352×1,0142025.11 | 32.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSTHTraining Time=20 mins, Rendering FPS=2, Rendering Resolution=1,352×1,0142025.11 | 32.37 | — | — | — | — | — | — | — | — | — | — | — | — | 0.015 | |
| Ex4DGSTraining Time=36 mins, Rendering FPS=25, Rendering Resolution=1,352×1,014, Hardware=single RTX-40902025.11 | 32.11 | — | — | — | — | — | — | — | — | — | — | — | — | 0.015 | |
| 4D-GS(ICLR’24)Training Time=105 mins, Rendering FPS=114, Rendering Resolution=1,352×1,0142025.11 | 31.91 | — | — | — | — | — | — | — | — | — | — | — | — | 0.015 | |
| HexPlaneTraining Time=12 hours, Rendering FPS=0.2, Rendering Resolution=1,352×1,0142025.11 | 31.7 | — | — | — | — | — | — | — | — | — | — | — | — | 0.014 | |
| KPlanesTraining Time=1.8 hours, Rendering FPS=0.3, Rendering Resolution=1,352×1,0142025.11 | 31.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 4D-GS(CVPR’24)Training Time=32 mins, Rendering FPS=34, Rendering Resolution=1,352×1,0142025.11 | 31.15 | — | — | — | — | — | — | — | — | — | — | — | — | 0.016 | |
| HyperReelTraining Time=9 hours, Rendering FPS=2.0, Rendering Resolution=1,352×1,0142025.11 | 31.1 | — | — | — | — | — | — | — | — | — | — | — | — | 0.036 | |
| NeRFPlayerTraining Time=6 hours, Rendering FPS=0.045, Rendering Resolution=1,352×1,0142025.11 | 30.69 | — | — | — | — | — | — | — | — | — | — | — | — | 0.034 | |
| 4D-GS2024.10 | — | 27.34 | 0.898 | 32.5 | 0.942 | 32.26 | 0.942 | 27.99 | 0.902 | 32.54 | 0.951 | 33.44 | 0.954 | — | |
| Grid4D2024.10 | — | 28.3 | 0.898 | 32.58 | 0.948 | 33.22 | 0.95 | 29.12 | 0.908 | 32.56 | 0.955 | 33.16 | 0.957 | — |