Novel-view reconstruction on HyperNeRF held-out 4D LangSplat (test)
32.12Americano ScoreDeformable-3DGS
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Deformable-3DGSResolution=2x, Category=reconstruction-only2026.03 | 32.12 | — | — | — | — | 28.02 | 27.11 | 29.7 | 34.13 | 29.18 | 30.04 | |
| SC-GSResolution=2x, Category=reconstruction-only2026.03 | 31.39 | — | — | — | — | 27.66 | 26.85 | 29.95 | 32.97 | 28.69 | 29.59 | |
| MotionGSResolution=2x, Category=motion-aware2026.03 | 29.62 | — | — | — | — | 27.26 | 26.26 | 28.43 | 30.03 | 27.2 | 28.13 | |
| 4D Synchronized FieldsResolution=2x, Category=synchronized2026.03 | 29.23 | — | — | — | — | 27.49 | 27.44 | 29.67 | 32.7 | 24.59 | 28.52 | |
| 4DGaussiansResolution=2x, Category=reconstruction-only2026.03 | 28.92 | — | — | — | — | 27.07 | 25.44 | 28.26 | 31.1 | 26.32 | 27.85 | |
| 4D LangSplatResolution=2x, Category=language-grounded2026.03 | 28 | — | — | — | — | 26.46 | 19.15 | 27.13 | 27.7 | 25.02 | 25.58 | |
| LERFResolution=2x, Category=language-grounded2026.03 | 21.13 | — | — | — | — | 19.97 | 24.39 | 24.44 | 20.82 | 20.79 | 21.92 | |
| 3DGSResolution=2x, Category=reconstruction-only2026.03 | 17.33 | — | — | — | — | 17.6 | 16.97 | 16.66 | 17.36 | 16.78 | 17.12 | |
| LangSplatResolution=2x, Category=language-grounded2026.03 | 16.57 | — | — | — | — | 17.24 | 16.71 | 16.43 | 16.65 | 16.57 | 16.69 | |
| LeGaussiansResolution=2x, Category=language-grounded2026.03 | 16.48 | — | — | — | — | 17.18 | 16.55 | 16.48 | 16.77 | 16.57 | 16.67 | |
| 3DGSResolution=2x, Category=reconstruction-only2026.03 | 0.685 | — | — | — | — | 0.666 | 0.596 | 0.671 | 0.669 | 0.654 | 0.657 | |
| LangSplatResolution=2x, Category=language-grounded2026.03 | 0.589 | — | — | — | — | 0.606 | 0.568 | 0.627 | 0.579 | 0.614 | 0.597 | |
| LeGaussiansResolution=2x, Category=language-grounded2026.03 | 0.588 | — | — | — | — | 0.606 | 0.564 | 0.627 | 0.58 | 0.614 | 0.596 | |
| 4D LangSplatResolution=2x, Category=language-grounded2026.03 | 0.163 | — | — | — | — | 0.33 | 0.203 | 0.165 | 0.294 | 0.267 | 0.237 | |
| 4DGaussiansResolution=2x, Category=reconstruction-only2026.03 | 0.153 | — | — | — | — | 0.295 | 0.181 | 0.188 | 0.184 | 0.3 | 0.217 | |
| LERFResolution=2x, Category=language-grounded2026.03 | 0.141 | — | — | — | — | 0.293 | 0.156 | 0.165 | 0.213 | 0.29 | 0.21 | |
| MotionGSResolution=2x, Category=motion-aware2026.03 | 0.1 | — | — | — | — | 0.29 | 0.183 | 0.118 | 0.121 | 0.227 | 0.173 | |
| 4D Synchronized FieldsResolution=2x, Category=synchronized2026.03 | 0.097 | — | — | — | — | 0.291 | 0.145 | 0.101 | 0.08 | 0.205 | 0.153 | |
| SC-GSResolution=2x, Category=reconstruction-only2026.03 | 0.069 | — | — | — | — | 0.253 | 0.152 | 0.09 | 0.066 | 0.184 | 0.136 | |
| Deformable-3DGSResolution=2x, Category=reconstruction-only2026.03 | 0.062 | — | — | — | — | 0.224 | 0.145 | 0.087 | 0.056 | 0.15 | 0.121 |