Metric: Image-to-text R@5 (higher is better)
| # | Model↕ | Image-to-text R@5▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ReCon | 68.7 | No | ReCon: Enhancing True Correspondence Discriminat... | 2025-02-27 | Code |
| 2 | NAC | 68.6 | No | - | - | - |
| 3 | CREAM | 68.5 | No | - | - | Code |
| 4 | GSC-SGR | 68.4 | No | Mitigating Noisy Correspondence by Geometrical S... | 2024-05-27 | Code |
| 5 | REPAIR | 67.7 | No | REPAIR: Rank Correlation and Noisy Pair Half-rep... | 2024-03-13 | - |
| 6 | L2RM-SGRAF | 67.5 | No | Learning to Rematch Mismatched Pairs for Robust ... | 2024-03-08 | Code |
| 7 | SREM | 67.5 | No | Noisy Correspondence Learning with Self-Reinforc... | 2023-12-27 | - |
| 8 | CRCL | 67.4 | No | Cross-modal Active Complementary Learning with S... | 2023-10-26 | Code |
| 9 | BiCro* | 67.2 | No | BiCro: Noisy Correspondence Rectification for Mu... | 2023-03-22 | Code |
| 10 | UGNCL | 67.1 | No | - | - | Code |
| 11 | DECL-SGRAF | 66.1 | No | - | - | Code |
| 12 | RCL-SGRAF | 66 | No | - | - | Code |
| 13 | MSCN | 65.7 | No | Noisy Correspondence Learning with Meta Similari... | 2023-04-13 | Code |
| 14 | NCR | 64.5 | No | - | - | Code |
| 15 | LNC | 64 | No | - | - | - |