Predicate Classification on Action Genome (test)
85.7Recall@10VOST-SGG
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| VOST-SGGConstraint Type=No Constraint2025.12 | 85.7 | 97 | 99.8 | 63.3 | 85.5 | 95.3 | |
| OEDConstraint Type=No Constraint2025.12 | 83.3 | 95.3 | 99.2 | 56.4 | 84 | 94.6 | |
| TR2Constraint Setting=w/o constraint2025.03 | 83.1 | 96.6 | 99.9 | — | — | — | |
| DIFFVSGGConstraint Setting=w/o constraint2025.03 | 83.1 | 94.5 | 99.1 | 66.3 | 90.5 | 98.4 | |
| TR2Constraint Type=No Constraint2025.12 | 83.1 | 96.6 | 99.9 | — | — | — | |
| DIFFVSGGConstraint Type=No Constraint2025.12 | 83.1 | 94.5 | 99.1 | — | — | — | |
| MoSAConstraint setting=No Constraint2026.04 | 82.8 | 96.5 | 99.9 | — | — | — | |
| TD2-NetConstraint setting=No Constraint2026.04 | 81.7 | — | 99.8 | — | — | — | |
| TEMPURAConstraint Setting=w/o constraint2025.03 | 80.4 | 94.2 | 99.4 | 61.5 | 85.1 | 98 | |
| TEMPURAConstraint Type=No Constraint2025.12 | 80.4 | 94.2 | 99.4 | 61.5 | 85.1 | 98 | |
| TEMPURAConstraint setting=No Constraint2026.04 | 80.4 | 94.2 | 99.4 | — | — | — | |
| APTConstraint Setting=w/o constraint2025.03 | 78.5 | 95.1 | 99.2 | — | — | — | |
| APTConstraint Type=No Constraint2025.12 | 78.5 | 95.1 | 99.2 | — | — | — | |
| STTranConstraint Setting=w/o constraint2025.03 | 77.9 | 94.2 | 99.1 | 51.4 | 67.7 | 82.7 | |
| STTranConstraint Type=No Constraint2025.12 | 77.9 | 94.2 | 99.1 | 51.4 | 67.7 | 82.7 | |
| STTranConstraint setting=No Constraint2026.04 | 77.9 | 94.2 | 99.1 | — | — | — | |
| VOST-SGGConstraint Type=With Constraint2025.12 | 76.1 | 79.5 | 79.5 | 46.5 | 50.9 | 50.9 | |
| GPS-NetConstraint Setting=w/o constraint2025.03 | 76 | 93.6 | 99.5 | — | — | — | |
| GPS-NetConstraint Type=No Constraint2025.12 | 76 | 93.6 | 99.5 | — | — | — | |
| GPS-NetConstraint setting=No Constraint2026.04 | 76 | 93.6 | 99.5 | — | — | — | |
| RelDNConstraint Type=No Constraint2025.12 | 75.7 | 93 | 99 | 31.2 | 63.1 | 75.5 | |
| RelDNConstraint setting=No Constraint2026.04 | 75.7 | 93 | 99 | — | — | — | |
| VCTreeConstraint Type=No Constraint2025.12 | 75.5 | 92.9 | 99.3 | — | — | — | |
| MSDNConstraint Type=No Constraint2025.12 | 74.9 | 92.7 | 99 | — | — | — | |
| M-FREQConstraint Type=No Constraint2025.12 | 73.4 | 92.4 | 99.6 | — | — | — | |
| TRACEConstraint setting=No Constraint2026.04 | 73.3 | 93 | 99.5 | — | — | — | |
| OEDConstraint Type=With Constraint2025.12 | 73 | 76.1 | 76.1 | 42.1 | 46.1 | 46.1 | |
| TRACEConstraint Setting=w/o constraint2025.03 | 72.6 | 91.6 | 96.4 | 50.9 | 73.6 | 82.7 | |
| TRACEConstraint Type=No Constraint2025.12 | 72.6 | 91.6 | 96.4 | 50.9 | 73.6 | 82.7 | |
| DIFFVSGGconstraint=w2025.03 | 71.9 | 74.5 | 74.5 | 48.1 | 50.2 | 50.2 | |
| DIFFVSGGConstraint Type=With Constraint2025.12 | 71.9 | 74.5 | 74.5 | — | — | — | |
| TR2constraint=w2025.03 | 70.9 | 73.8 | 73.8 | — | — | — | |
| TR2Constraint Type=With Constraint2025.12 | 70.9 | 73.8 | 73.8 | — | — | — | |
| MoSAConstraint setting=With Constraint2026.04 | 70.6 | 73.5 | 73.5 | — | — | — | |
| TD2-NetConstraint setting=With Constraint2026.04 | 70.1 | — | 73.1 | — | — | — | |
| STTran-TPIconstraint=w2025.03 | 69.7 | 72.6 | 72.6 | 37.3 | 40.6 | 40.6 | |
| STTran-TPIConstraint Type=With Constraint2025.12 | 69.7 | 72.6 | 72.6 | 37.3 | 40.6 | 40.6 | |
| STTran-TPI2026.04 | 69.7 | 71.6 | 71.6 | 37.3 | 40.6 | 40.6 | |
| STTran-TPIConstraint setting=With Constraint2026.04 | 69.7 | 72.6 | 72.6 | — | — | — | |
| FReMuRe+bayesianHead=Bayesian2026.04 | 69.5 | 72.5 | 72.5 | 38.9 | 42.9 | 43.1 | |
| APTconstraint=w2025.03 | 69.4 | 73.8 | 73.8 | — | — | — | |
| APTConstraint Type=With Constraint2025.12 | 69.4 | 73.8 | 73.8 | — | — | — | |
| FReMuRe+gmm-plusHead=GMM-Plus2026.04 | 69.1 | 72.2 | 72.2 | 38.7 | 43.1 | 43.1 | |
| TEMPURAconstraint=w2025.03 | 68.8 | 71.5 | 71.5 | 42.9 | 46.3 | 46.3 | |
| TEMPURAConstraint Type=With Constraint2025.12 | 68.8 | 71.5 | 71.5 | 42.9 | 46.3 | 40.2 | |
| TEMPURAConstraint setting=With Constraint2026.04 | 68.8 | 71.5 | 71.5 | — | — | — | |
| STTranconstraint=w2025.03 | 68.6 | 71.8 | 71.8 | 37.8 | 40.1 | 40.2 | |
| STTranConstraint Type=With Constraint2025.12 | 68.6 | 71.8 | 71.8 | 37.8 | 40.1 | 40.2 | |
| STTran2026.04 | 68.6 | 71.8 | 71.8 | 37.8 | 40.1 | 40.2 | |
| STTranConstraint setting=With Constraint2026.04 | 68.6 | 71.8 | 71.8 | — | — | — | |
| TEMPURA2026.04 | 68.5 | 71.1 | 71.2 | 37.5 | 40.8 | 40.9 | |
| GPS-Netconstraint=w2025.03 | 66.8 | 69.9 | 69.9 | — | — | — | |
| GPS-NetConstraint Type=With Constraint2025.12 | 66.8 | 69.9 | 69.9 | — | — | — | |
| GPS-NetConstraint setting=With Constraint2026.04 | 66.8 | 69.9 | 69.9 | — | — | — | |
| RelDNConstraint Type=With Constraint2025.12 | 66.3 | 69.5 | 69.5 | 6.2 | 6.2 | 6.2 | |
| RelDNConstraint setting=With Constraint2026.04 | 66.3 | 69.5 | 69.5 | — | — | — | |
| VCTREEconstraint=w2025.03 | 66 | 69.3 | 69.3 | — | — | — | |
| VCTREEConstraint Setting=w/o constraint2025.03 | 66 | 69.3 | 69.3 | — | — | — | |
| VCTreeConstraint Type=With Constraint2025.12 | 66 | 69.3 | 69.3 | — | — | — | |
| MSDNconstraint=w2025.03 | 65.5 | 68.5 | 68.5 | — | — | — | |
| MSDNConstraint Setting=w/o constraint2025.03 | 65.5 | 68.5 | 68.5 | — | — | — | |
| MSDNConstraint Type=With Constraint2025.12 | 65.5 | 68.5 | 68.5 | — | — | — | |
| TRACEConstraint setting=With Constraint2026.04 | 64.4 | 70.5 | 70.5 | — | — | — | |
| Motif Freqconstraint=w2025.03 | 62.4 | 65.1 | 65.1 | — | — | — | |
| Motif FreqConstraint Setting=w/o constraint2025.03 | 62.4 | 65.1 | 65.1 | — | — | — | |
| M-FREQConstraint Type=With Constraint2025.12 | 62.4 | 65.1 | 65.1 | — | — | — | |
| VRDConstraint Type=No Constraint2025.12 | 59.6 | 78.5 | 99.2 | — | — | — | |
| VRDconstraint=w2025.03 | 51.7 | 54.7 | 54.7 | — | — | — | |
| VRDConstraint Setting=w/o constraint2025.03 | 51.7 | 54.7 | 54.7 | — | — | — | |
| VRDConstraint Type=With Constraint2025.12 | 51.7 | 54.7 | 54.7 | — | — | — | |
| RelDNConstraint Setting=w/o constraint2025.03 | 44.2 | 75.4 | 89.2 | 31.2 | 63.1 | 75.5 | |
| TRACEconstraint=w2025.03 | 27.5 | 27.5 | 27.5 | 15.2 | 15.2 | 15.2 | |
| TRACEConstraint Type=With Constraint2025.12 | 27.5 | 27.5 | 27.5 | 15.2 | 15.2 | 15.2 | |
| TRACE2026.04 | 27.5 | 27.5 | 27.5 | 15.2 | 15.2 | 15.2 | |
| RelDNconstraint=w2025.03 | 20.3 | 20.3 | 20.3 | 6.2 | 6.2 | 6.2 | |
| RelDN2026.04 | 20.3 | 20.3 | 20.3 | 6.2 | 6.2 | 6.2 |