Multi-label recognition on VG-200
47.9Avg OF1SARB
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SARBProportion of known labels=90%2022.03 | 47.9 | — | — | — | — | 41.3 | |
| SARBProportion of known labels=80%2022.03 | 47.6 | — | — | — | — | 41.2 | |
| SARBProportion of known labels=70%2022.03 | 47.1 | — | — | — | — | 40.7 | |
| SARBProportion of known labels=60%2022.03 | 46.2 | — | — | — | — | 39.2 | |
| SARBProportion of known labels=50%2022.03 | 45.1 | — | — | — | — | 37.6 | |
| SARBProportion of known labels=Average2022.03 | 45 | — | — | — | — | 37.4 | |
| SARBProportion of known labels=30%2022.03 | 44.6 | — | — | — | — | 36.2 | |
| SARBProportion of known labels=40%2022.03 | 44.6 | — | — | — | — | 36.7 | |
| KGGRProportion of known labels=90%2022.03 | 42.7 | — | — | — | — | 38.9 | |
| GCN-MLProportion of known labels=90%2022.03 | 42.5 | — | — | — | — | 32 | |
| KGGRProportion of known labels=80%2022.03 | 42.5 | — | — | — | — | 37.1 | |
| SARBProportion of known labels=20%2022.03 | 42.2 | — | — | — | — | 33.3 | |
| GCN-MLProportion of known labels=80%2022.03 | 42.1 | — | — | — | — | 31.3 | |
| KGGRProportion of known labels=60%2022.03 | 41.9 | — | — | — | — | 35.7 | |
| KGGRProportion of known labels=70%2022.03 | 41.9 | — | — | — | — | 36 | |
| KGGRProportion of known labels=50%2022.03 | 41.8 | — | — | — | — | 35.2 | |
| KGGRlabels=partial2021.12 | 41.2 | 64.5 | 30.5 | 54.8 | 25.8 | 33.6 | |
| KGGRProportion of known labels=Average2022.03 | 41.2 | — | — | — | — | 33.6 | |
| KGGRProportion of known labels=40%2022.03 | 41 | — | — | — | — | 34.2 | |
| GCN-MLProportion of known labels=70%2022.03 | 40.9 | — | — | — | — | 30.4 | |
| partial-BCEProportion of known labels=90%2022.03 | 40.9 | — | — | — | — | 31.1 | |
| KGGRProportion of known labels=30%2022.03 | 40.7 | — | — | — | — | 30.9 | |
| partial-BCEProportion of known labels=80%2022.03 | 40.7 | — | — | — | — | 30.2 | |
| GCN-MLProportion of known labels=60%2022.03 | 40.5 | — | — | — | — | 29.4 | |
| SSGRLProportion of known labels=90%2022.03 | 40.1 | — | — | — | — | 28.9 | |
| SSGRLProportion of known labels=80%2022.03 | 40 | — | — | — | — | 28.7 | |
| SSTlabels=partial2021.12 | 39.9 | 69.9 | 27.9 | 49.8 | 22.3 | 30.8 | |
| SSGRLProportion of known labels=70%2022.03 | 39.8 | — | — | — | — | 28.7 | |
| GCN-MLProportion of known labels=50%2022.03 | 39.8 | — | — | — | — | 27.1 | |
| KGGRProportion of known labels=20%2022.03 | 39.8 | — | — | — | — | 28.9 | |
| SARBProportion of known labels=10%2022.03 | 39.8 | — | — | — | — | 30.1 | |
| partial-BCEProportion of known labels=70%2022.03 | 39.7 | — | — | — | — | 29.6 | |
| GCN-MLProportion of known labels=40%2022.03 | 39.6 | — | — | — | — | 24.1 | |
| partial-BCEProportion of known labels=60%2022.03 | 39.4 | — | — | — | — | 29.5 | |
| SSGRLProportion of known labels=60%2022.03 | 39 | — | — | — | — | 27.4 | |
| GCN-MLlabels=partial2021.12 | 38.7 | 64.1 | 28.2 | 44.6 | 18.2 | 25.6 | |
| GCN-MLProportion of known labels=Average2022.03 | 38.7 | — | — | — | — | 25.6 | |
| SSGRLProportion of known labels=50%2022.03 | 38.4 | — | — | — | — | 26.5 | |
| KGGRProportion of known labels=10%2022.03 | 38.2 | — | — | — | — | 25.3 | |
| GCN-MLProportion of known labels=30%2022.03 | 38.1 | — | — | — | — | 23.2 | |
| SSGRLlabels=partial2021.12 | 37.8 | 69.9 | 25.9 | 45.3 | 18.3 | 26.1 | |
| SSGRLProportion of known labels=Average2022.03 | 37.8 | — | — | — | — | 26.1 | |
| SSGRLProportion of known labels=40%2022.03 | 37.7 | — | — | — | — | 26.5 | |
| partial-BCEProportion of known labels=50%2022.03 | 37.6 | — | — | — | — | 27.7 | |
| SSGRLProportion of known labels=30%2022.03 | 37.1 | — | — | — | — | 25.3 | |
| partial-BCEProportion of known labels=40%2022.03 | 36.8 | — | — | — | — | 27.2 | |
| GCN-MLProportion of known labels=20%2022.03 | 36.2 | — | — | — | — | 18.8 | |
| Partial BCElabels=partial2021.12 | 36.1 | 69.7 | 24.6 | 44.3 | 18.1 | 25.7 | |
| partial-BCEProportion of known labels=Average2022.03 | 36.1 | — | — | — | — | 25.7 | |
| partial-BCEProportion of known labels=30%2022.03 | 35.4 | — | — | — | — | 25.7 | |
| SSGRLProportion of known labels=20%2022.03 | 34.9 | — | — | — | — | 22.6 | |
| partial-BCEProportion of known labels=20%2022.03 | 33.7 | — | — | — | — | 23 | |
| Curriculum labelingProportion of known labels=90%2022.03 | 33.6 | — | — | — | — | 21.3 | |
| SSGRLProportion of known labels=10%2022.03 | 33 | — | — | — | — | 20 | |
| Curriculum labelingProportion of known labels=80%2022.03 | 32.2 | — | — | — | — | 19.3 | |
| Curriculum labelingProportion of known labels=70%2022.03 | 29.9 | — | — | — | — | 16.9 | |
| GCN-MLProportion of known labels=10%2022.03 | 28.3 | — | — | — | — | 14.4 | |
| Curriculum labelingProportion of known labels=60%2022.03 | 26.6 | — | — | — | — | 11.9 | |
| Curriculum labelinglabels=partial2021.12 | 23.6 | 66.4 | 15.4 | 20.4 | 7.6 | 10.9 | |
| Curriculum labelingProportion of known labels=Average2022.03 | 23.6 | — | — | — | — | 10.9 | |
| Curriculum labelingProportion of known labels=50%2022.03 | 23.4 | — | — | — | — | 9.1 | |
| Curriculum labelingProportion of known labels=40%2022.03 | 22.1 | — | — | — | — | 7.3 | |
| partial-BCEProportion of known labels=10%2022.03 | 20.8 | — | — | — | — | 6.9 | |
| Curriculum labelingProportion of known labels=30%2022.03 | 20.4 | — | — | — | — | 6.8 | |
| Curriculum labelingProportion of known labels=20%2022.03 | 14.8 | — | — | — | — | 3.3 | |
| Curriculum labelingProportion of known labels=10%2022.03 | 9.2 | — | — | — | — | 2.1 |