Scene Graph Detection on ActionGenome4D
25.7Recall@104DST
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 4DSTBackbone=DINOv2-L, Constraint=No Constraint2026.03 | 25.7 | — | — | — | — | — | — | 38.02 | 55.4 | |
| PWGBackbone=DINOv2-L, Constraint=No Constraint2026.03 | 24.58 | — | — | — | — | — | — | 36.41 | 54.98 | |
| 4DSTBackbone=DINOv3-L, Constraint=No Constraint2026.03 | 23.99 | — | — | — | — | — | — | 36.65 | 55.73 | |
| PWGBackbone=DINOv3-L, Constraint=No Constraint2026.03 | 23.25 | — | — | — | — | — | — | 35.6 | 55.51 | |
| MWAEBackbone=DINOv3-L, Constraint=No Constraint2026.03 | 23.16 | — | — | — | — | — | — | 35.74 | 54.08 | |
| MWAEBackbone=DINOv2-L, Constraint=No Constraint2026.03 | 22.98 | — | — | — | — | — | — | 37.6 | 55.47 | |
| 4DSTBackbone=DINOv2-L, Constraint=With Constraint2026.03 | 11.31 | — | — | — | — | — | — | 24.39 | 38.23 | |
| PWGBackbone=DINOv2-L, Constraint=With Constraint2026.03 | 11.09 | — | — | — | — | — | — | 22.46 | 36.86 | |
| MWAEBackbone=DINOv2-L, Constraint=With Constraint2026.03 | 10.95 | — | — | — | — | — | — | 22.19 | 36.33 | |
| MWAEBackbone=DINOv3-L, Constraint=With Constraint2026.03 | 9.75 | — | — | — | — | — | — | 22.97 | 39.74 | |
| 4DSTBackbone=DINOv3-L, Constraint=With Constraint2026.03 | 9.72 | — | — | — | — | — | — | 23.53 | 40.7 | |
| PWGBackbone=DINOv3-L, Constraint=With Constraint2026.03 | 9.56 | — | — | — | — | — | — | 22.61 | 39.61 | |
| 4DSTBackbone=DINOv2-L2026.03 | — | 42.64 | 57.86 | 70.32 | 29.33 | 41.13 | 57 | — | — | |
| 4DSTBackbone=DINOv3-L2026.03 | — | 40.84 | 58.03 | 71.95 | 27.04 | 38.35 | 52.9 | — | — | |
| MWAEBackbone=DINOv2-L2026.03 | — | 41.69 | 57.06 | 69.5 | 28.91 | 40.85 | 56.96 | — | — | |
| MWAEBackbone=DINOv3-L2026.03 | — | 39.67 | 57.06 | 70.9 | 26.89 | 38.17 | 52.86 | — | — | |
| PWGBackbone=DINOv2-L2026.03 | — | 41.69 | 57.14 | 69.63 | 28.62 | 40.69 | 56.66 | — | — | |
| PWGBackbone=DINOv3-L2026.03 | — | 39.96 | 57.11 | 70.93 | 26.84 | 37.93 | 52.57 | — | — |