Predicate Classification on VG 50 (test)
37Mean Recall@50VCTree-IETrans+Rwt
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| VCTree-IETrans+RwtBase Model=VCTree, Method Component=IETrans, reweighting strategy=true2022.03 | 37 | 48 | 49.9 | 39.7 | 41.8 | 44.2 | |
| DT2-ACBS2022.03 | 35.9 | 23.3 | 25.6 | 39.7 | 28.3 | 31.1 | |
| GPS-Net-DeCBase Model=GPS-Net, Method Component=DeC2022.03 | 35.9 | — | — | 38.4 | — | — | |
| Motif-IETrans+RwtBase Model=Motif, Method Component=IETrans, reweighting strategy=true2022.03 | 35.8 | 48.6 | 50.5 | 39.1 | 41.2 | 44.1 | |
| Motif-DeCBase Model=Motif, Method Component=DeC2022.03 | 35.7 | — | — | 38.9 | — | — | |
| PCPL2022.03 | 35.2 | 50.8 | 52.6 | 37.8 | 41.6 | 44 | |
| Transformer-IETrans+RwtBase Model=Transformer, Method Component=IETrans, reweighting strategy=true2022.03 | 35 | 49 | 50.8 | 38 | 40.8 | 43.5 | |
| GPS-Net-IETrans+RwtBase Model=GPS-Net, Method Component=IETrans, reweighting strategy=true2022.03 | 34.9 | 47.5 | 49.4 | 38.6 | 40.2 | 43.3 | |
| GPS-Net-IETransBase Model=GPS-Net, Method Component=IETrans2022.03 | 31 | 52.3 | 54.3 | 34.5 | 38.9 | 42.2 | |
| Motif-IETransBase Model=Motif, Method Component=IETrans2022.03 | 30.9 | 54.7 | 56.7 | 33.6 | 39.5 | 42.2 | |
| Transformer-IETransBase Model=Transformer, Method Component=IETrans2022.03 | 30.8 | 51.8 | 53.8 | 34.7 | 38.6 | 42.2 | |
| BGNN2022.03 | 30.4 | 59.2 | 61.3 | 32.9 | 40.2 | 42.8 | |
| VCTree-IETransBase Model=VCTree, Method Component=IETrans2022.03 | 30.3 | 51.8 | 53.5 | 33.9 | 38.6 | 41.9 | |
| Transformer-CogTreeBase Model=Transformer, Method Component=CogTree2022.03 | 28.4 | 38.4 | 39.7 | 31 | 32.7 | 34.8 | |
| Motif-DLFEBase Model=Motif, Method Component=DLFE2022.03 | 26.9 | 52.5 | 54.2 | 28.8 | 35.6 | 37.6 | |
| Motif-CogTreeBase Model=Motif, Method Component=CogTree2022.03 | 26.4 | 35.6 | 36.8 | 29 | 30.3 | 32.4 | |
| Motif-TDEBase Model=Motif, Method Component=TDE2022.03 | 25.5 | 46.2 | 51.4 | 29.1 | 32.9 | 37.2 | |
| VCTree-TDEBase Model=VCTree, Method Component=TDE2022.03 | 25.4 | 47.2 | 51.6 | 27.9 | 33 | 36.9 | |
| VCTree-CogTreeBase Model=VCTree, Method Component=CogTree2022.03 | 25.4 | 44 | 45.4 | 28.7 | 33.9 | 35.9 | |
| VCTree-DLFEBase Model=VCTree, Method Component=DLFE2022.03 | 25.3 | 53 | 55 | 27.1 | 34 | 36 | |
| GBNet2022.03 | 22.1 | 66.6 | 68.2 | 24 | 33.2 | 35.5 | |
| GPS-Net-ResamplingBase Model=GPS-Net, Method Component=Resampling2022.03 | 19.2 | 64.4 | 66.7 | 21.4 | 29.6 | 32.4 | |
| VCTree-EBMBase Model=VCTree, Method Component=EBM2022.03 | 18.2 | — | — | 19.7 | — | — | |
| Motif-EBMBase Model=Motif, Method Component=EBM2022.03 | 18 | — | — | 19.5 | — | — | |
| TransformerBase Model=Transformer2022.03 | 17.9 | 63.6 | 65.7 | 19.6 | 27.9 | 30.2 | |
| KERN2022.03 | 17.7 | 65.8 | 67.6 | 19.2 | 27.9 | 29.9 | |
| VCTreeBase Model=VCTree2022.03 | 16.3 | 64.5 | 66.5 | 17.7 | 26 | 28 | |
| MotifBase Model=Motif2022.03 | 15.2 | 64 | 66 | 16.2 | 24.6 | 26 | |
| GPS-NetBase Model=GPS-Net2022.03 | 15 | 65.1 | 66.9 | 16 | 24.4 | 25.8 |