Metric: R@5 (higher is better)
| # | Model↕ | R@5▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Filtering-WoRA(Small) | 83.1 | No | From Data Deluge to Data Curation: A Filtering-W... | 2024-04-16 | Code |
| 2 | RDE | 82.47 | Yes | Noisy-Correspondence Learning for Text-to-Image ... | 2023-08-19 | Code |
| 3 | MARS | 81.47 | No | MARS: Paying more attention to visual attributes... | 2024-07-05 | Code |
| 4 | PLIP-RN50 | 80.88 | No | PLIP: Language-Image Pre-training for Person Rep... | 2023-05-15 | Code |
| 5 | RaSa | 80.4 | No | RaSa: Relation and Sensitivity Aware Representat... | 2023-05-23 | Code |
| 6 | TBPS-CLIP (ViT-B/16) | 80.34 | No | An Empirical Study of CLIP for Text-based Person... | 2023-08-19 | Code |
| 7 | IRRA | 80.25 | Yes | Cross-Modal Implicit Relation Reasoning and Alig... | 2023-03-22 | Code |
| 8 | VGSG (ViT-Base) | 78.43 | No | VGSG: Vision-Guided Semantic-Group Network for T... | 2023-11-13 | - |