Multi-label Recognition on Pascal VOC 2007
89.8Avg OF1SARB
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SARBProportion of known labels=90%2022.03 | 89.8 | — | — | — | — | 87.8 | |
| partial-BCEProportion of known labels=70%2022.03 | 89.7 | — | — | — | — | 87.2 | |
| partial-BCEProportion of known labels=80%2022.03 | 89.7 | — | — | — | — | 87.3 | |
| partial-BCEProportion of known labels=90%2022.03 | 89.7 | — | — | — | — | 87.5 | |
| SARBProportion of known labels=70%2022.03 | 89.7 | — | — | — | — | 87.5 | |
| SARBProportion of known labels=80%2022.03 | 89.7 | — | — | — | — | 87.6 | |
| SARBProportion of known labels=60%2022.03 | 89.5 | — | — | — | — | 87.5 | |
| SSGRLProportion of known labels=80%2022.03 | 89.4 | — | — | — | — | 86.7 | |
| SSGRLProportion of known labels=90%2022.03 | 89.3 | — | — | — | — | 87 | |
| Curriculum labelingProportion of known labels=90%2022.03 | 89.3 | — | — | — | — | 86.8 | |
| SSGRLProportion of known labels=70%2022.03 | 89.2 | — | — | — | — | 86.6 | |
| GCN-MLProportion of known labels=90%2022.03 | 89.2 | — | — | — | — | 86.9 | |
| Curriculum labelingProportion of known labels=80%2022.03 | 89.2 | — | — | — | — | 86.8 | |
| partial-BCEProportion of known labels=60%2022.03 | 89.2 | — | — | — | — | 86.7 | |
| SARBProportion of known labels=50%2022.03 | 89.2 | — | — | — | — | 87.2 | |
| SSGRLProportion of known labels=60%2022.03 | 89.1 | — | — | — | — | 86.4 | |
| GCN-MLProportion of known labels=80%2022.03 | 89 | — | — | — | — | 86.8 | |
| GCN-MLProportion of known labels=70%2022.03 | 88.9 | — | — | — | — | 86.6 | |
| Curriculum labelingProportion of known labels=60%2022.03 | 88.9 | — | — | — | — | 86.3 | |
| Curriculum labelingProportion of known labels=70%2022.03 | 88.9 | — | — | — | — | 86.3 | |
| SSGRLProportion of known labels=50%2022.03 | 88.7 | — | — | — | — | 86.2 | |
| KGGRProportion of known labels=90%2022.03 | 88.7 | — | — | — | — | 87 | |
| SARBProportion of known labels=40%2022.03 | 88.7 | — | — | — | — | 86.2 | |
| KGGRProportion of known labels=70%2022.03 | 88.6 | — | — | — | — | 87 | |
| KGGRProportion of known labels=80%2022.03 | 88.6 | — | — | — | — | 87 | |
| partial-BCEProportion of known labels=50%2022.03 | 88.6 | — | — | — | — | 86 | |
| KGGRProportion of known labels=50%2022.03 | 88.5 | — | — | — | — | 86.9 | |
| KGGRProportion of known labels=60%2022.03 | 88.5 | — | — | — | — | 87 | |
| SARBProportion of known labels=Average2022.03 | 88.4 | — | — | — | — | 85.9 | |
| SSGRLProportion of known labels=40%2022.03 | 88.3 | — | — | — | — | 85.6 | |
| SSTlabels=partial2021.12 | 88.2 | 91.3 | 85.3 | 88.3 | 83 | 85.6 | |
| GCN-MLProportion of known labels=60%2022.03 | 88.2 | — | — | — | — | 86 | |
| Curriculum labelingProportion of known labels=50%2022.03 | 88.2 | — | — | — | — | 85.6 | |
| GCN-MLProportion of known labels=50%2022.03 | 88.1 | — | — | — | — | 85.7 | |
| partial-BCEProportion of known labels=40%2022.03 | 88.1 | — | — | — | — | 85 | |
| SARBProportion of known labels=30%2022.03 | 88 | — | — | — | — | 85 | |
| Partial BCElabels=partial2021.12 | 87.9 | 91.8 | 84.3 | 88.8 | 81.3 | 84.8 | |
| SSGRLProportion of known labels=30%2022.03 | 87.9 | — | — | — | — | 85 | |
| GCN-MLProportion of known labels=40%2022.03 | 87.9 | — | — | — | — | 85.4 | |
| Curriculum labelingProportion of known labels=40%2022.03 | 87.9 | — | — | — | — | 85.2 | |
| partial-BCEProportion of known labels=Average2022.03 | 87.9 | — | — | — | — | 84.8 | |
| SSGRLlabels=partial2021.12 | 87.7 | 91.2 | 84.4 | 87.8 | 81.4 | 84.5 | |
| SSGRLProportion of known labels=Average2022.03 | 87.7 | — | — | — | — | 84.5 | |
| partial-BCEProportion of known labels=30%2022.03 | 87.7 | — | — | — | — | 84.4 | |
| GCN-MLlabels=partial2021.12 | 87.3 | 92.2 | 83 | 89.7 | 80.1 | 84.6 | |
| GCN-MLProportion of known labels=Average2022.03 | 87.3 | — | — | — | — | 84.6 | |
| GCN-MLProportion of known labels=30%2022.03 | 87.2 | — | — | — | — | 84.5 | |
| Curriculum labelingProportion of known labels=30%2022.03 | 87.1 | — | — | — | — | 83.4 | |
| KGGRProportion of known labels=40%2022.03 | 86.6 | — | — | — | — | 85.3 | |
| SARBProportion of known labels=20%2022.03 | 86.6 | — | — | — | — | 83.7 | |
| KGGRlabels=partial2021.12 | 86.5 | 90.5 | 82.9 | 88.5 | 81.4 | 84.7 | |
| SSGRLProportion of known labels=20%2022.03 | 86.5 | — | — | — | — | 82.9 | |
| KGGRProportion of known labels=Average2022.03 | 86.5 | — | — | — | — | 84.7 | |
| partial-BCEProportion of known labels=20%2022.03 | 86.5 | — | — | — | — | 83.2 | |
| KGGRProportion of known labels=30%2022.03 | 85.4 | — | — | — | — | 84.4 | |
| KGGRProportion of known labels=20%2022.03 | 84.9 | — | — | — | — | 82.5 | |
| GCN-MLProportion of known labels=20%2022.03 | 84.7 | — | — | — | — | 81.2 | |
| SARBProportion of known labels=10%2022.03 | 84.4 | — | — | — | — | 80.7 | |
| Curriculum labelinglabels=partial2021.12 | 83.8 | 92.7 | 78.2 | 79.5 | 71.7 | 75.4 | |
| Curriculum labelingProportion of known labels=Average2022.03 | 83.8 | — | — | — | — | 75.4 | |
| GCN-MLProportion of known labels=10%2022.03 | 82.7 | — | — | — | — | 78.2 | |
| partial-BCEProportion of known labels=10%2022.03 | 82 | — | — | — | — | 76.1 | |
| Curriculum labelingProportion of known labels=20%2022.03 | 81.1 | — | — | — | — | 64.5 | |
| SSGRLProportion of known labels=10%2022.03 | 80.6 | — | — | — | — | 73.9 | |
| KGGRProportion of known labels=10%2022.03 | 78.7 | — | — | — | — | 75.2 | |
| Curriculum labelingProportion of known labels=10%2022.03 | 53.9 | — | — | — | — | 13.5 |