Scene Graph Classification on Action Genome (test)
68.4Recall@10VOST-SGG
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| VOST-SGGConstraint=No2025.12 | 68.4 | 75.8 | 78.2 | — | — | — | |
| DIFFVSGGConstraint Setting=w/o constraint2025.03 | 60.5 | 70.5 | 74.4 | 51 | 64.2 | 68.8 | |
| DIFFVSGGConstraint=No2025.12 | 60.5 | 70.5 | 74.4 | — | — | — | |
| VOST-SGGConstraint=With2025.12 | 59.7 | 61.3 | 61.4 | — | — | — | |
| DSG-DETRConstraint Setting=w/o constraint2025.03 | 59.2 | 69.1 | 72.4 | — | — | — | |
| DSG-DETRConstraint=No2025.12 | 59.2 | 69.1 | 72.4 | — | — | — | |
| TR2Constraint Setting=w/o constraint2025.03 | 57.2 | 64.4 | 66.2 | — | — | — | |
| TR2Constraint=No2025.12 | 57.2 | 64.4 | 66.2 | — | — | — | |
| TD2-NetConstraint setting=No Constraint2026.04 | 57.2 | — | 69.8 | — | — | — | |
| MoSAConstraint setting=No Constraint2026.04 | 57.2 | 64.7 | 66.8 | — | — | — | |
| TEMPURAConstraint Setting=w/o constraint2025.03 | 56.3 | 64.7 | 67.9 | 48.3 | 61.1 | 66.4 | |
| TEMPURAConstraint=No2025.12 | 56.3 | 64.7 | 67.9 | — | — | — | |
| TEMPURAConstraint setting=No Constraint2026.04 | 56.3 | 64.7 | 67.9 | — | — | — | |
| APTConstraint Setting=w/o constraint2025.03 | 55.1 | 65.1 | 68.7 | — | — | — | |
| APTConstraint=No2025.12 | 55.1 | 65.1 | 68.7 | — | — | — | |
| STTranConstraint Setting=w/o constraint2025.03 | 54 | 63.7 | 66.4 | 40.7 | 50.1 | 58.5 | |
| STTranConstraint=No2025.12 | 54 | 63.7 | 66.4 | — | — | — | |
| STTranConstraint setting=No Constraint2026.04 | 54 | 63.7 | 66.4 | — | — | — | |
| GPS-NetConstraint setting=No Constraint2026.04 | 53.6 | 63.3 | 66 | — | — | — | |
| RelDNConstraint setting=No Constraint2026.04 | 52.9 | 62.4 | 65.1 | — | — | — | |
| DIFFVSGGConstraint=With2025.12 | 52.5 | 53.7 | 53.7 | — | — | — | |
| TD2-NetConstraint setting=With Constraint2026.04 | 51.1 | — | 52.1 | — | — | — | |
| DSG-DETRConstraint=With2025.12 | 50.8 | 52 | 52 | — | — | — | |
| MoSAConstraint setting=With Constraint2026.04 | 48.1 | 49.1 | 49.1 | — | — | — | |
| TR2Constraint=With2025.12 | 47.7 | 48.7 | 48.7 | — | — | — | |
| APTConstraint=With2025.12 | 47.2 | 48.9 | 48.9 | — | — | — | |
| STTran-TPIConstraint=With2025.12 | 47.2 | 48.3 | 48.3 | — | — | — | |
| TEMPURAConstraint=With2025.12 | 47.2 | 48.3 | 48.3 | — | — | — | |
| STTran-TPIConstraint setting=With Constraint2026.04 | 47.2 | 48.3 | 48.3 | — | — | — | |
| TEMPURAConstraint setting=With Constraint2026.04 | 47.2 | 48.3 | 48.3 | — | — | — | |
| OEDConstraint=No2025.12 | 46.7 | 52.7 | 55.2 | — | — | — | |
| STTranConstraint=With2025.12 | 46.4 | 47.5 | 47.5 | — | — | — | |
| STTranConstraint setting=With Constraint2026.04 | 46.4 | 47.5 | 47.5 | — | — | — | |
| GPS-NetConstraint=With2025.12 | 45.3 | 46.5 | 46.5 | — | — | — | |
| GPS-NetConstraint setting=With Constraint2026.04 | 45.3 | 46.5 | 46.5 | — | — | — | |
| RelDNConstraint setting=With Constraint2026.04 | 44.3 | 45.4 | 45.4 | — | — | — | |
| VCTREEConstraint Setting=w/o constraint2025.03 | 44.1 | 45.3 | 45.3 | — | — | — | |
| VCTreeConstraint=With2025.12 | 44.1 | 45.3 | 45.3 | — | — | — | |
| VCTreeConstraint=No2025.12 | 44.1 | 45.3 | 45.3 | — | — | — | |
| MSDNConstraint Setting=w/o constraint2025.03 | 43.9 | 45.1 | 45.1 | — | — | — | |
| Motif FreqConstraint Setting=w/o constraint2025.03 | 40.8 | 41.9 | 41.9 | — | — | — | |
| M-FREQConstraint=With2025.12 | 40.8 | 41.9 | 41.9 | — | — | — | |
| M-FREQConstraint=No2025.12 | 40.8 | 41.9 | 41.9 | — | — | — | |
| OEDConstraint=With2025.12 | 40.1 | 41.4 | 41.5 | — | — | — | |
| TRACEConstraint Setting=w/o constraint2025.03 | 37.1 | 46.7 | 50.5 | 31.9 | 42.7 | 46.3 | |
| TRACEConstraint=No2025.12 | 37.1 | 46.7 | 50.5 | — | — | — | |
| TRACEConstraint setting=No Constraint2026.04 | 36.3 | 45.5 | 51.8 | — | — | — | |
| TRACEConstraint setting=With Constraint2026.04 | 36.2 | 37.4 | 37.4 | — | — | — | |
| VRDConstraint Setting=w/o constraint2025.03 | 32.4 | 33.3 | 33.3 | — | — | — | |
| VRDConstraint=With2025.12 | 32.4 | 33.3 | 33.3 | — | — | — | |
| VRDConstraint=No2025.12 | 32.4 | 33.3 | 33.3 | — | — | — | |
| RelDNConstraint Setting=w/o constraint2025.03 | 25 | 41.9 | 47.9 | 18.6 | 36.9 | 42.6 | |
| RelDNConstraint=No2025.12 | 25 | 41.9 | 47.9 | — | — | — | |
| TRACEConstraint=With2025.12 | 14.8 | 14.8 | 14.8 | — | — | — | |
| RelDNConstraint=With2025.12 | 11 | 11 | 11 | — | — | — | |
| MoSAConstraint Setting=With Constraint2026.04 | — | — | — | 33 | 34.2 | 34.2 | |
| MoSAConstraint Setting=No Constraint2026.04 | — | — | — | 45.2 | 59.3 | 65 | |
| RelDNConstraint Setting=With Constraint2026.04 | — | — | — | 3.4 | 3.4 | 3.4 | |
| RelDNConstraint Setting=No Constraint2026.04 | — | — | — | 18.6 | 36.9 | 42.6 | |
| STTranConstraint Setting=With Constraint2026.04 | — | — | — | 27.3 | 28 | 28 | |
| STTranConstraint Setting=No Constraint2026.04 | — | — | — | 40.7 | 50.1 | 58.8 | |
| STTran-TPIConstraint Setting=With Constraint2026.04 | — | — | — | 28.3 | 29.3 | 29.3 | |
| TD2-NetConstraint Setting=With Constraint2026.04 | — | — | — | 33.9 | — | 34.9 | |
| TD2-NetConstraint Setting=No Constraint2026.04 | — | — | — | 50.1 | — | 67.9 | |
| TRACEConstraint Setting=With Constraint2026.04 | — | — | — | 8.9 | 8.9 | 8.9 | |
| TRACEConstraint Setting=No Constraint2026.04 | — | — | — | 31.9 | 42.7 | 46.3 |