Metric: Text-to-image R@5 (higher is better)
| # | Model↕ | Text-to-image R@5▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CTPR-SGR | 91.2 | No | - | - | - |
| 2 | ReCon | 91 | No | ReCon: Enhancing True Correspondence Discriminat... | 2025-02-27 | Code |
| 3 | UGNCL | 90.9 | No | - | - | Code |
| 4 | GSC-SGR | 90.6 | No | Mitigating Noisy Correspondence by Geometrical S... | 2024-05-27 | Code |
| 5 | CRCL | 90.6 | No | Cross-modal Active Complementary Learning with S... | 2023-10-26 | Code |
| 6 | MSCN | 90.4 | No | Noisy Correspondence Learning with Meta Similari... | 2023-04-13 | Code |
| 7 | SREM | 90.4 | No | Noisy Correspondence Learning with Self-Reinforc... | 2023-12-27 | - |
| 8 | NAC | 90.3 | No | - | - | - |
| 9 | BiCro* | 90.3 | No | BiCro: Noisy Correspondence Rectification for Mu... | 2023-03-22 | Code |
| 10 | L2RM-SCARF | 90.1 | No | Learning to Rematch Mismatched Pairs for Robust ... | 2024-03-08 | Code |
| 11 | CREAM | 90.1 | No | - | - | Code |
| 12 | LG-ITM-SGARF | 90 | No | - | - | Code |
| 13 | REPAIR | 89.8 | No | REPAIR: Rank Correlation and Noisy Pair Half-rep... | 2024-03-13 | - |
| 14 | LNC | 89.4 | No | - | - | - |
| 15 | NCR | 89.3 | No | - | - | Code |
| 16 | DECL-SGARF | 89.3 | No | - | - | Code |
| 17 | RCL-SGR | 88.8 | No | - | - | Code |