Multi-label image recognition on Pascal VOC 2007
94.8mAP (Average)DualCoOp + TaI-DPT
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DualCoOp + TaI-DPTintegration=TaI-DPT, reproduced_base=true2022.11 | 94.8 | 93.3 | 94.6 | 94.8 | 94.9 | 95.1 | 95 | 95.1 | 95.3 | 95.5 | |
| DualCoOpreproduced=true2022.11 | 94.1 | 91.4 | 93.8 | 93.8 | 94.3 | 94.6 | 94.7 | 94.8 | 94.9 | 94.9 | |
| DualCoOp2022.11 | 93.2 | 90.3 | 92.2 | 92.8 | 93.3 | 93.6 | 93.9 | 94 | 94.1 | 94.2 | |
| BCE-LSSupervision level=Fully supervised, Annotation=Fully labeled, Frozen=false2026.05 | 92.6 | — | — | — | — | — | — | — | — | — | |
| PIAASupervision level=Training free, Annotation=Annotation free, Frozen=true2026.05 | 92.5 | — | — | — | — | — | — | — | — | — | |
| DSRB2022.05 | 91.5 | 85.7 | 89.8 | 91.8 | 92 | 92.3 | 92.7 | 92.9 | 93.1 | 93.2 | |
| TagCLIPSupervision level=Training free, Annotation=Annotation free, Frozen=true2026.05 | 91.2 | — | — | — | — | — | — | — | — | — | |
| CCDSupervision level=Unsupervised, Annotation=Annotation free, Frozen=false2026.05 | 91 | — | — | — | — | — | — | — | — | — | |
| SARB2022.11 | 90.7 | 83.5 | 88.6 | 90.7 | 91.4 | 91.9 | 92.2 | 92.6 | 92.8 | 92.9 | |
| LL-RSupervision level=Weakly supervised, Annotation=Single positive labeled, Frozen=false2026.05 | 90.6 | — | — | — | — | — | — | — | — | — | |
| ASL2022.05 | 90.5 | 82.9 | 88.6 | 90 | 91.2 | 91.7 | 92.2 | 92.4 | 92.5 | 92.6 | |
| SSTBackbone=ResNet-101, Resolution=448x448, Pre-training=ImageNet2021.12 | 90.4 | 81.5 | 89 | 90.3 | 91 | 91.6 | 92 | 92.5 | 92.6 | 92.7 | |
| Partial BCEBackbone=ResNet-101, Resolution=448x448, Pre-training=ImageNet2021.12 | 90 | 80.7 | 88.4 | 89.9 | 90.7 | 91.2 | 91.8 | 92.3 | 92.4 | 92.5 | |
| Partial BCE2022.05 | 90 | 80.7 | 88.4 | 89.9 | 90.7 | 91.2 | 91.8 | 92.3 | 92.4 | 92.5 | |
| G2 NetPLSupervision level=Weakly supervised, Annotation=Single positive labeled, Frozen=false2026.05 | 89.9 | — | — | — | — | — | — | — | — | — | |
| KGGRBackbone=ResNet-101, Resolution=448x448, Pre-training=ImageNet2021.12 | 89.7 | 81.3 | 88.1 | 89.9 | 90.4 | 91.2 | 91.3 | 91.5 | 91.6 | 91.8 | |
| KGGR2022.05 | 89.7 | 81.3 | 88.1 | 89.9 | 90.4 | 91.2 | 91.3 | 91.5 | 91.6 | 91.8 | |
| SSGRLBackbone=ResNet-101, Resolution=448x448, Pre-training=ImageNet2021.12 | 89.5 | 77.7 | 87.6 | 89.9 | 90.7 | 91.4 | 91.8 | 92 | 92.2 | 92.2 | |
| SSGRL2022.05 | 89.5 | 77.7 | 87.6 | 89.9 | 90.7 | 91.4 | 91.8 | 92 | 92.2 | 92.2 | |
| P-GCN2022.05 | 89.3 | 82.5 | 85.4 | 88.2 | 89.8 | 90 | 90.9 | 91.6 | 92.5 | 93.1 | |
| CDULSupervision level=Unsupervised, Annotation=Annotation free, Frozen=false2026.05 | 89 | — | — | — | — | — | — | — | — | — | |
| GCN-MLBackbone=ResNet-101, Resolution=448x448, Pre-training=ImageNet2021.12 | 88.9 | 74.5 | 87.4 | 89.7 | 90.7 | 91 | 91.3 | 91.5 | 91.8 | 92 | |
| GCN-ML2022.05 | 88.9 | 74.5 | 87.4 | 89.7 | 90.7 | 91 | 91.3 | 91.5 | 91.8 | 92 | |
| SPARCSupervision level=Training free, Annotation=Annotation free, Frozen=true2026.05 | 88.7 | — | — | — | — | — | — | — | — | — | |
| NaiveANSupervision level=Unsupervised, Annotation=Annotation free, Frozen=false2026.05 | 86.5 | — | — | — | — | — | — | — | — | — | |
| SARBSupervision level=Weakly supervised, Annotation=Partial labeled (10%), Frozen=false2026.05 | 85.7 | — | — | — | — | — | — | — | — | — | |
| CLIPSupervision level=Training free, Annotation=Annotation free, Frozen=true2026.05 | 85.4 | — | — | — | — | — | — | — | — | — | |
| ROLESupervision level=Unsupervised, Annotation=Annotation free, Frozen=false2026.05 | 84.6 | — | — | — | — | — | — | — | — | — | |
| Curriculum labelingBackbone=ResNet-101, Resolution=448x448, Pre-training=ImageNet2021.12 | 84.1 | 44.7 | 76.8 | 88.6 | 90.2 | 90.7 | 91.1 | 91.6 | 91.7 | 91.9 | |
| CL2022.05 | 84.1 | 44.7 | 76.8 | 88.6 | 90.2 | 90.7 | 91.1 | 91.6 | 91.7 | 91.9 | |
| ASLSupervision level=Weakly supervised, Annotation=Partial labeled (10%), Frozen=false2026.05 | 82.9 | — | — | — | — | — | — | — | — | — | |
| Chen et al.Supervision level=Weakly supervised, Annotation=Partial labeled (10%), Frozen=false2026.05 | 81.5 | — | — | — | — | — | — | — | — | — |