Multi-label recognition on MS-COCO
83.8mAPSCPNet
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SCPNetPartial label proportion=Avg.2023.03 | 83.8 | — | — | — | — | — | — | — | |
| SCPNet*Partial label proportion=Avg.2023.03 | 83.2 | — | — | — | — | — | — | — | |
| DualCoOpPartial label proportion=90%2023.03 | 83.1 | — | — | — | — | — | — | — | |
| DualCoOpPartial label proportion=80%2023.03 | 83 | — | — | — | — | — | — | — | |
| DualCoOpPartial label proportion=70%2023.03 | 82.8 | — | — | — | — | — | — | — | |
| DualCoOpPartial label proportion=60%2023.03 | 82.7 | — | — | — | — | — | — | — | |
| DualCoOpPartial label proportion=50%2023.03 | 82.5 | — | — | — | — | — | — | — | |
| DualCoOpPartial label proportion=40%2023.03 | 82 | — | — | — | — | — | — | — | |
| DualCoOpPartial label proportion=Avg.2023.03 | 81.9 | — | — | — | — | — | — | — | |
| DualCoOpPartial label proportion=30%2023.03 | 81.7 | — | — | — | — | — | — | — | |
| DualCoOpPartial label proportion=20%2023.03 | 80.9 | — | — | — | — | — | — | — | |
| SARBPartial label proportion=80%2023.03 | 80.5 | — | — | — | — | — | — | — | |
| SARBPartial label proportion=90%2023.03 | 80.5 | — | — | — | — | — | — | — | |
| SCPNet*Partial label proportion=10%2023.03 | 80.3 | — | — | — | — | — | — | — | |
| SSTPartial label proportion=90%2023.03 | 79.9 | — | — | — | — | — | — | — | |
| SARBPartial label proportion=70%2023.03 | 79.8 | — | — | — | — | — | — | — | |
| TailorCLIPSupervision=Unsupervised, Label=None, Backbone=ViT-L/142026.06 | 79.8 | — | — | — | — | — | — | — | |
| SSTPartial label proportion=80%2023.03 | 79.6 | — | — | — | — | — | — | — | |
| SARBPartial label proportion=60%2023.03 | 79.6 | — | — | — | — | — | — | — | |
| BCE-LSSupervision level=Fully supervised, Annotation=Fully labeled, Frozen=false2026.05 | 79.4 | — | — | — | — | — | — | — | |
| BCE-LSSupervision=Fully Supervised, Label=Full, Backbone=ResNet-1012026.06 | 79.4 | — | — | — | — | — | — | — | |
| SSTPartial label proportion=70%2023.03 | 79.2 | — | — | — | — | — | — | — | |
| SCPNetPartial label proportion=10%2023.03 | 79.1 | — | — | — | — | — | — | — | |
| SSTPartial label proportion=60%2023.03 | 78.9 | — | — | — | — | — | — | — | |
| SARBPartial label proportion=50%2023.03 | 78.9 | — | — | — | — | — | — | — | |
| DualCoOpPartial label proportion=10%2023.03 | 78.7 | — | — | — | — | — | — | — | |
| DualCoOpSupervision=Weakly Supervised, Label=10%, Backbone=ResNet-1012026.06 | 78.7 | — | — | — | — | — | — | — | |
| GCN-MLPartial label proportion=90%2023.03 | 78.6 | — | — | — | — | — | — | — | |
| BCESupervision=Fully Supervised, Label=Full, Backbone=ResNet-1012026.06 | 78.5 | — | — | — | — | — | — | — | |
| SSGRLPartial label proportion=90%2023.03 | 78.4 | — | — | — | — | — | — | — | |
| GCN-MLPartial label proportion=80%2023.03 | 78.3 | — | — | — | — | — | — | — | |
| SARBPartial label proportion=40%2023.03 | 78.3 | — | — | — | — | — | — | — | |
| SSTPartial label proportion=50%2023.03 | 78.1 | — | — | — | — | — | — | — | |
| SSGRLPartial label proportion=80%2023.03 | 77.9 | — | — | — | — | — | — | — | |
| SARBPartial label proportion=Avg.2023.03 | 77.9 | — | — | — | — | — | — | — | |
| GCN-MLPartial label proportion=70%2023.03 | 77.3 | — | — | — | — | — | — | — | |
| SSTPartial label proportion=40%2023.03 | 77.3 | — | — | — | — | — | — | — | |
| SSGRLPartial label proportion=70%2023.03 | 77.1 | — | — | — | — | — | — | — | |
| GCN-MLPartial label proportion=60%2023.03 | 77.1 | — | — | — | — | — | — | — | |
| SARBPartial label proportion=30%2023.03 | 77.1 | — | — | — | — | — | — | — | |
| GCN-MLPartial label proportion=50%2023.03 | 76.7 | — | — | — | — | — | — | — | |
| SSTPartial label proportion=Avg.2023.03 | 76.7 | — | — | — | — | — | — | — | |
| SSGRLPartial label proportion=60%2023.03 | 76.5 | — | — | — | — | — | — | — | |
| SSGRLPartial label proportion=50%2023.03 | 76.3 | — | — | — | — | — | — | — | |
| SSTPartial label proportion=30%2023.03 | 75.9 | — | — | — | — | — | — | — | |
| SARBPartial label proportion=20%2023.03 | 75 | — | — | — | — | — | — | — | |
| ScobSupervision=Weakly Supervised, Label=One, Backbone=ResNet-1012026.06 | 74.8 | — | — | — | — | — | — | — | |
| SSGRLPartial label proportion=40%2023.03 | 74.5 | — | — | — | — | — | — | — | |
| GCN-MLPartial label proportion=Avg.2023.03 | 74.4 | — | — | — | — | — | — | — | |
| SSGRLPartial label proportion=Avg.2023.03 | 74.1 | — | — | — | — | — | — | — | |
| GCN-MLPartial label proportion=40%2023.03 | 74 | — | — | — | — | — | — | — | |
| SSTPartial label proportion=20%2023.03 | 73.5 | — | — | — | — | — | — | — | |
| AEVLPSupervision level=Weakly supervised, Annotation=Single positive labeled, Frozen=false2026.05 | 73.5 | — | — | — | — | — | — | — | |
| SSGRLPartial label proportion=30%2023.03 | 73.2 | — | — | — | — | — | — | — | |
| GR LossSupervision level=Weakly supervised, Annotation=Single positive labeled, Frozen=false2026.05 | 73.2 | — | — | — | — | — | — | — | |
| PIAASupervision level=Training free, Annotation=Annotation free, Frozen=true2026.05 | 73.2 | — | — | — | — | — | — | — | |
| GCN-MLPartial label proportion=30%2023.03 | 72.8 | — | — | — | — | — | — | — | |
| LL-RSupervision level=Weakly supervised, Annotation=Single positive labeled, Frozen=false2026.05 | 72.6 | — | — | — | — | — | — | — | |
| LL-RSupervision=Weakly Supervised, Label=One, Backbone=ResNet-1012026.06 | 72.6 | — | — | — | — | — | — | — | |
| SARBSupervision level=Weakly supervised, Annotation=Partial labeled (10%), Frozen=false2026.05 | 72.5 | — | — | — | — | — | — | — | |
| G2 NetPLSupervision level=Weakly supervised, Annotation=Single positive labeled, Frozen=false2026.05 | 72.5 | — | — | — | — | — | — | — | |
| G2NetPLSupervision=Weakly Supervised, Label=One, Backbone=ResNet-1012026.06 | 72.5 | — | — | — | — | — | — | — | |
| TailorCLIPSupervision=Unsupervised, Label=None, Backbone=ResNet-1012026.06 | 72.5 | — | — | — | — | — | — | — | |
| VLPLSupervision level=Weakly supervised, Annotation=Single positive labeled, Frozen=false2026.05 | 71.5 | — | — | — | — | — | — | — | |
| SARBPartial label proportion=10%2023.03 | 71.2 | — | — | — | — | — | — | — | |
| SARBSupervision=Weakly Supervised, Label=10%, Backbone=ResNet-1012026.06 | 71.2 | — | — | — | — | — | — | — | |
| GCN-MLPartial label proportion=20%2023.03 | 70.9 | — | — | — | — | — | — | — | |
| SSGRLPartial label proportion=20%2023.03 | 70.5 | — | — | — | — | — | — | — | |
| CCDSupervision level=Unsupervised, Annotation=Annotation free, Frozen=false2026.05 | 70.3 | — | — | — | — | — | — | — | |
| CCDSupervision=Unsupervised, Label=None, Backbone=ResNet-1012026.06 | 70.3 | — | — | — | — | — | — | — | |
| TagCLIPSupervision level=Training free, Annotation=Annotation free, Frozen=true2026.05 | 70 | — | — | — | — | — | — | — | |
| ASLSupervision level=Weakly supervised, Annotation=Partial labeled (10%), Frozen=false2026.05 | 69.7 | — | — | — | — | — | — | — | |
| ASLSupervision=Weakly Supervised, Label=10%, Backbone=ResNet-1012026.06 | 69.7 | — | — | — | — | — | — | — | |
| CDULSupervision level=Unsupervised, Annotation=Annotation free, Frozen=false2026.05 | 69.2 | — | — | — | — | — | — | — | |
| CDULSupervision=Unsupervised, Label=None, Backbone=ResNet-1012026.06 | 69.2 | — | — | — | — | — | — | — | |
| TagCLIPSupervision=Unsupervised, Label=None, Backbone=ResNet-1012026.06 | 68.8 | — | — | — | — | — | — | — | |
| SSTPartial label proportion=10%2023.03 | 68.1 | — | — | — | — | — | — | — | |
| Chen et al.Supervision level=Weakly supervised, Annotation=Partial labeled (10%), Frozen=false2026.05 | 68.1 | — | — | — | — | — | — | — | |
| SSTSupervision=Weakly Supervised, Label=10%, Backbone=ResNet-1012026.06 | 68.1 | — | — | — | — | — | — | — | |
| SPARCSupervision level=Training free, Annotation=Annotation free, Frozen=true2026.05 | 68 | — | — | — | — | — | — | — | |
| ROLESupervision level=Unsupervised, Annotation=Annotation free, Frozen=false2026.05 | 67.1 | — | — | — | — | — | — | — | |
| ROLESupervision=Weakly Supervised, Label=One, Backbone=ResNet-1012026.06 | 67.1 | — | — | — | — | — | — | — | |
| NaiveANSupervision level=Unsupervised, Annotation=Annotation free, Frozen=false2026.05 | 65.1 | — | — | — | — | — | — | — | |
| GCN-MLPartial label proportion=10%2023.03 | 63.8 | — | — | — | — | — | — | — | |
| Partial BCESupervision=Weakly Supervised, Label=10%, Backbone=ResNet-1012026.06 | 63.2 | — | — | — | — | — | — | — | |
| SSGRLPartial label proportion=10%2023.03 | 62.5 | — | — | — | — | — | — | — | |
| CLIPSupervision level=Training free, Annotation=Annotation free, Frozen=true2026.05 | 61.7 | — | — | — | — | — | — | — | |
| Curriculum labelinglabels=partial2021.12 | — | 87.8 | 51 | 61.9 | 60.9 | 40.4 | 48.3 | — | |
| Curriculum labelingProportion of known labels=10%2022.03 | — | — | — | 29 | — | — | 3.7 | — | |
| Curriculum labelingProportion of known labels=20%2022.03 | — | — | — | 33.8 | — | — | 3.7 | — | |
| Curriculum labelingProportion of known labels=30%2022.03 | — | — | — | 55 | — | — | 32.4 | — | |
| Curriculum labelingProportion of known labels=40%2022.03 | — | — | — | 66.6 | — | — | 54.4 | — | |
| Curriculum labelingProportion of known labels=50%2022.03 | — | — | — | 72.3 | — | — | 64.3 | — | |
| Curriculum labelingProportion of known labels=60%2022.03 | — | — | — | 72.4 | — | — | 64.4 | — | |
| Curriculum labelingProportion of known labels=70%2022.03 | — | — | — | 73.8 | — | — | 66.8 | — | |
| Curriculum labelingProportion of known labels=80%2022.03 | — | — | — | 76.9 | — | — | 72.4 | — | |
| Curriculum labelingProportion of known labels=90%2022.03 | — | — | — | 77.1 | — | — | 72.9 | — | |
| Curriculum labelingProportion of known labels=Average2022.03 | — | — | — | 61.9 | — | — | 48.3 | — | |
| Curriculum labelingKnown label proportion=10%-90%2022.03 | — | — | — | — | — | — | — | 60.7 | |
| GCN-MLlabels=partial2021.12 | — | 85.2 | 64.2 | 73.1 | 81.8 | 58.9 | 68.4 | — |