Metric: Average mAP (higher is better)
| # | Model↕ | Average mAP▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DualCoOp+TaI-DPT | 94.8 | No | Texts as Images in Prompt Tuning for Multi-Label... | 2022-11-23 | Code |
| 2 | DualCoOp | 93.2 | No | DualCoOp: Fast Adaptation to Multi-Label Recogni... | 2022-06-20 | Code |
| 3 | DSRB | 91.5 | No | Dual-Perspective Semantic-Aware Representation B... | 2022-05-26 | Code |
| 4 | HST | 90.9 | No | Heterogeneous Semantic Transfer for Multi-label ... | 2022-05-23 | Code |
| 5 | SARB | 90.7 | No | Semantic-Aware Representation Blending for Multi... | 2022-03-04 | Code |
| 6 | SST | 90.4 | No | Structured Semantic Transfer for Multi-Label Rec... | 2021-12-21 | Code |