Dynamic Scene Reconstruction on Neu3D (all scenes)
32.07PSNRMVG
Evaluation Results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MVGTraining Time=2.26 hours, FPS=62.7, Dyn. GS Num=32,9852026.07 | 32.07 | 94.3 | 4.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MVFusion-GSModel Configuration=Ours, Pipeline=full decoupled model2026.07 | 32.07 | 94.3 | 4.6 | 33.62 | 96 | 4 | 33.41 | 95.4 | 3.9 | 33.73 | 95.7 | 3.3 | 34.13 | 95.9 | 3.2 | 28.89 | 91.5 | 7 | 28.63 | 91.6 | 6.5 | |
| MangoGS2026.07 | 31.89 | 94 | 5.2 | 33.28 | 94.9 | 4.3 | 32.83 | 94.7 | 4.2 | 33.09 | 95.3 | 4.3 | 34.11 | 95.8 | 3.5 | 29.1 | 91.8 | 7.4 | 28.95 | 91.6 | 7.3 | |
| MVFusion-GSModel Configuration=4DGS plug-in, MVG/MFTA refinement=applied to single-branch 4DGS deformation pipeline2026.07 | 31.66 | 94.2 | 5.7 | 33.31 | 95.2 | 5.2 | 33.01 | 95.4 | 5.1 | 33.04 | 96 | 4 | 33.45 | 95.7 | 3.9 | 29.25 | 91.8 | 8 | 27.9 | 91.1 | 8 | |
| KPlanesTraining Time=5.0 hours, FPS=0.32026.07 | 31.63 | 96.3 | 11.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| K-Planes2026.07 | 31.63 | 96.4 | 11.7 | 31.82 | 96.6 | 11.4 | 32.6 | 96.6 | 11.4 | 32.52 | 97.4 | 10.4 | 32.39 | 97 | 10.2 | 30.44 | 95.3 | 13.2 | 29.99 | 95.3 | 13.4 | |
| DeGaussTraining Time=2.1 hours, FPS=71.0, Dyn. GS Num=56,5332026.07 | 31.52 | 94.2 | 4.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeGauss2026.07 | 31.52 | 94.2 | 4.7 | 32.56 | 95.7 | 4.2 | 32.61 | 95 | 4.1 | 33.2 | 95.6 | 3.5 | 32.75 | 95.5 | 3.4 | 29.23 | 91.6 | 6.8 | 28.8 | 91.6 | 6.2 | |
| SWinGSFPS=712026.07 | 31.12 | 94.1 | 9.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 4DGSTraining Time=0.85 hours, FPS=53.1, Dyn. GS Num=124,1972026.07 | 31.12 | 93.7 | 5.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWinGS2026.07 | 31.12 | 94.1 | 9.5 | 31.84 | 94.5 | 9.9 | 31.96 | 94.6 | 9.4 | 32.21 | 95 | 9.2 | 32.18 | 95.3 | 8.7 | 29.25 | 92.5 | 10 | 29.25 | 92.5 | 10 | |
| 4DGS2026.07 | 31.12 | 93.7 | 5.8 | 32.66 | 94.6 | 5.3 | 32.46 | 94.9 | 5.2 | 32.49 | 95.7 | 4.1 | 32.75 | 95.4 | 4 | 29 | 91.2 | 8.1 | 27.34 | 90.5 | 8.3 | |
| MixVoxels2026.07 | 30.81 | 96 | 12.4 | 31.3 | 96.5 | 11.1 | 31.65 | 96.5 | 11.3 | 31.43 | 97.1 | 10.3 | 31.21 | 97 | 10.8 | 29.92 | 94.5 | 16.3 | 29.36 | 94.6 | 14.7 | |
| HyperReelTraining Time=9 hours, FPS=2.02026.07 | 30.72 | 93.1 | 10.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRFPlayerTraining Time=6 hours, FPS=0.0452026.07 | 30.29 | 90.9 | 15.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRFPlayer2026.07 | 30.29 | 90.9 | 15.1 | 31.83 | 92.8 | 11.9 | 32.06 | 93 | 11.6 | 32.31 | 94 | 11.1 | 27.36 | 86.7 | 21.5 | 26.14 | 84.9 | 23.3 | 32.05 | 93.8 | 11.1 | |
| HexPlaneTraining Time=12 hours, FPS=0.22026.07 | 30 | 92.2 | 11.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HexPlane2026.07 | 30 | 92.2 | 11.3 | 30.83 | 92.7 | 11.5 | 31.05 | 92.8 | 11.4 | 30 | 93.9 | 10.5 | 30.42 | 93.9 | 10.4 | 29.23 | 90.5 | 8.8 | 28.45 | 89.1 | 14.9 |