Multi-label classification on Open Images
84.5mAPBiAM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| BiAMTask=GZSL2021.08 | 84.5 | — | — | 19.1 | — | — | 15.9 | |
| Our ApproachTask=GZSL2021.01 | 75.5 | 33.6 | 38.9 | 36.1 | 22.8 | 52.8 | 31.9 | |
| BiAMTask=ZSL2021.08 | 73.6 | — | — | 8.3 | — | — | 5.5 | |
| LESA (M=10)Task=GZSL2021.01 | 69 | 16.2 | 18.9 | 17.4 | 10.2 | 23.9 | 14.3 | |
| LabelEMTask=GZSL2021.01 | 68.7 | 4.8 | 5.6 | 5.2 | 3.7 | 8.5 | 5.1 | |
| Fast0TagTask=GZSL2021.01 | 68.6 | 14.8 | 17.3 | 16 | 9.3 | 21.5 | 12.9 | |
| One Attention per Cluster (M=10)Task=GZSL2021.01 | 68.2 | 15.7 | 18.3 | 16.9 | 9.6 | 22.4 | 13.5 | |
| CONSETask=GZSL2021.01 | 66.1 | 2.4 | 2.8 | 2.6 | 1.7 | 3.9 | 2.4 | |
| LESATask=GZSL2021.08 | 45.4 | — | — | 17.4 | — | — | 14.3 | |
| LabelEMTask=GZSL2021.08 | 45.2 | — | — | 5.2 | — | — | 5.1 | |
| Fast0TagTask=GZSL2021.08 | 45.2 | — | — | 16 | — | — | 12.9 | |
| Attention per ClusterTask=GZSL2021.08 | 44.9 | — | — | 16.9 | — | — | 13.5 | |
| CONSETask=GZSL2021.08 | 43.5 | — | — | 2.6 | — | — | 2.4 | |
| Our ApproachTask=ZSL2021.01 | 43 | 1.3 | 42.4 | 2.5 | 1.1 | 52.1 | 2.2 | |
| LESATask=ZSL2021.08 | 41.7 | — | — | 1.4 | — | — | 1 | |
| LESA (M=10)Task=ZSL2021.01 | 41.7 | 0.7 | 25.6 | 1.4 | 0.5 | 37.4 | 1 | |
| Fast0TagTask=ZSL2021.08 | 41.2 | — | — | 0.7 | — | — | 0.6 | |
| Fast0TagTask=ZSL2021.01 | 41.2 | 0.3 | 12.6 | 0.7 | 0.3 | 21.3 | 0.6 | |
| Attention per ClusterTask=ZSL2021.08 | 40.7 | — | — | 1.2 | — | — | 0.9 | |
| One Attention per Cluster (M=10)Task=ZSL2021.01 | 40.7 | 0.6 | 22.9 | 1.2 | 0.4 | 32.4 | 0.9 | |
| LabelEMTask=ZSL2021.08 | 40.5 | — | — | 0.5 | — | — | 0.4 | |
| LabelEMTask=ZSL2021.01 | 40.5 | 0.2 | 8.7 | 0.5 | 0.2 | 15.8 | 0.4 | |
| CONSETask=ZSL2021.08 | 40.4 | — | — | 0.4 | — | — | 0.3 | |
| CONSETask=ZSL2021.01 | 40.4 | 0.2 | 7.3 | 0.4 | 0.2 | 11.3 | 0.3 |