Predicate Classification on ActionGenome4D
55.09Mean Recall@10MWAE
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MWAEBackbone=DINOv3-L, Constraint=No Constraint2026.03 | 55.09 | — | — | — | — | — | — | 75.15 | 95.02 | |
| PWGBackbone=DINOv3-L, Constraint=No Constraint2026.03 | 54.27 | — | — | — | — | — | — | 74.73 | 94.27 | |
| 4DSTBackbone=DINOv3-L, Constraint=No Constraint2026.03 | 54.15 | — | — | — | — | — | — | 74.73 | 95.81 | |
| MWAEBackbone=DINOv2-L, Constraint=No Constraint2026.03 | 53.31 | — | — | — | — | — | — | 73.9 | 95.04 | |
| PWGBackbone=DINOv2-L, Constraint=No Constraint2026.03 | 52.83 | — | — | — | — | — | — | 72.56 | 93.54 | |
| 4DSTBackbone=DINOv2-L, Constraint=No Constraint2026.03 | 51.99 | — | — | — | — | — | — | 72.18 | 94.05 | |
| 4DSTBackbone=DINOv3-L, Constraint=With Constraint2026.03 | 37.16 | — | — | — | — | — | — | 41.55 | 41.56 | |
| PWGBackbone=DINOv3-L, Constraint=With Constraint2026.03 | 36.9 | — | — | — | — | — | — | 41.28 | 41.29 | |
| MWAEBackbone=DINOv3-L, Constraint=With Constraint2026.03 | 36.41 | — | — | — | — | — | — | 40.98 | 40.99 | |
| 4DSTBackbone=DINOv2-L, Constraint=With Constraint2026.03 | 35.39 | — | — | — | — | — | — | 39.5 | 39.5 | |
| MWAEBackbone=DINOv2-L, Constraint=With Constraint2026.03 | 35.03 | — | — | — | — | — | — | 39.46 | 39.47 | |
| PWGBackbone=DINOv2-L, Constraint=With Constraint2026.03 | 34.87 | — | — | — | — | — | — | 38.79 | 38.8 | |
| 4DSTBackbone=DINOv2-L2026.03 | — | 64.31 | 67.26 | 67.26 | 80.07 | 94.27 | 99.67 | — | — | |
| 4DSTBackbone=DINOv3-L2026.03 | — | 66.11 | 69.11 | 69.12 | 81.04 | 94.7 | 99.72 | — | — | |
| MWAEBackbone=DINOv2-L2026.03 | — | 65.33 | 68.3 | 68.31 | 80.96 | 94.51 | 99.65 | — | — | |
| MWAEBackbone=DINOv3-L2026.03 | — | 65.57 | 68.58 | 68.59 | 81.5 | 95.11 | 99.78 | — | — | |
| PWGBackbone=DINOv2-L2026.03 | — | 65.07 | 67.99 | 68 | 80.06 | 94.39 | 99.59 | — | — | |
| PWGBackbone=DINOv3-L2026.03 | — | 65.58 | 68.57 | 68.58 | 81.01 | 94.73 | 99.76 | — | — |