Multi-label Recognition on NUS-WIDE
61.7Performance at 10% ThresholdCSL*
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| CSL*Backbone=clip2025.10 | 61.7 | 64.1 | 65.1 | 66 | 66.7 | 67.1 | 67.5 | 67.8 | 68.1 | 66 | |
| T2I-PALBackbone=clip2025.10 | 56.7 | 57.9 | 57.9 | 58.3 | 58.7 | 59.2 | 59.3 | 59.3 | 59.3 | 58.5 | |
| DualCoOp + TaI-DPTintegration=TaI-DPT, reproduced_base=true2022.11 | 56.4 | 57.9 | 57.8 | 58.1 | 58.5 | 58.8 | 58.6 | 59.1 | 59.4 | 58.3 | |
| TaI-DPTBackbone=clip2025.10 | 56.4 | 57.9 | 57.8 | 58.1 | 58.5 | 58.8 | 58.6 | 59.1 | 59.4 | 58.3 | |
| CSLBackbone=vanilla2025.10 | 56.2 | 58.1 | 60.6 | 60.9 | 62.5 | 62.5 | 63.9 | 63.6 | 64.8 | 61.5 | |
| DualCoOpreproduced=true2022.11 | 54 | 56.2 | 56.9 | 57.4 | 57.9 | 57.9 | 57.6 | 58.2 | 58.8 | 57.2 | |
| DualCoOpBackbone=clip2025.10 | 54 | 56.2 | 56.9 | 57.4 | 57.9 | 57.9 | 57.6 | 58.2 | 58.8 | 57.2 | |
| P-GCNBackbone=vanilla2025.10 | 49 | 52.6 | 55.5 | 57.2 | 58.1 | 59.3 | 60 | 60.6 | 61.2 | 57.1 |