Metric: mAP (higher is better)
| # | Model↕ | mAP▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MARS | 44.93 | No | MARS: Paying more attention to visual attributes... | 2024-07-05 | Code |
| 2 | Filtering-WoRA(Small) | 42.6 | No | From Data Deluge to Data Curation: A Filtering-W... | 2024-04-16 | Code |
| 3 | RaSa | 41.29 | No | RaSa: Relation and Sensitivity Aware Representat... | 2023-05-23 | Code |
| 4 | APTM | 41.22 | Yes | Towards Unified Text-based Person Retrieval: A L... | 2023-06-05 | Code |
| 5 | RDE | 40.06 | Yes | Noisy-Correspondence Learning for Text-to-Image ... | 2023-08-19 | Code |
| 6 | CADA | 39.85 | No | Cross-Modal Adaptive Dual Association for Text-t... | 2023-12-04 | - |
| 7 | TBPS-CLIP (ViT-B/16) | 39.83 | No | An Empirical Study of CLIP for Text-based Person... | 2023-08-19 | Code |
| 8 | IRRA | 38.06 | Yes | Cross-Modal Implicit Relation Reasoning and Alig... | 2023-03-22 | Code |