Time-agnostic querying on Neu3D (test)
87.41mIoU4DLangVGGT
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| 4DLangVGGTPer-scene=true2025.12 | 87.41 | 99.41 | 87.59 | 99.4 | 86.93 | 99.52 | 87.72 | 99.32 | |
| 4DLangVGGTPer-scene=false2025.12 | 85.64 | 99.37 | 85.51 | 99.35 | 85.25 | 99.47 | 86.17 | 99.3 | |
| 4DLangSplatPer-scene=true2025.12 | 85.19 | 99.3 | 85.16 | 99.23 | 85.09 | 99.38 | 85.32 | 99.28 | |
| 4D LangSplat2025.03 | 85.11 | 98.32 | — | — | — | — | — | — | |
| LangSplat2025.03 | 61.49 | 91.89 | — | — | — | — | — | — | |
| LangSplatPer-scene=true2025.12 | 60.93 | 98.04 | 67.97 | 98.47 | 78.29 | 98.6 | 36.53 | 97.04 | |
| Gaussian GroupingPer-scene=true2025.12 | 57.51 | 94.79 | 71.37 | 97.34 | 46.45 | 93.79 | 54.7 | 93.25 | |
| Gaussian Grouping2025.03 | 49.93 | 95.05 | — | — | — | — | — | — | |
| Feature-3DGS2025.03 | 34.96 | 87.12 | — | — | — | — | — | — | |
| Feature-3DGSPer-scene=true2025.12 | 34.46 | 90.47 | 30.23 | 84.74 | 41.5 | 95.59 | 31.66 | 91.07 |