Metric: Image-to-text R@1 (higher is better)
| # | Model↕ | Image-to-text R@1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ReCon | 80.9 | No | ReCon: Enhancing True Correspondence Discriminat... | 2025-02-27 | Code |
| 2 | NAC | 80.3 | No | - | - | - |
| 3 | L2RM-SCARF | 80.2 | No | Learning to Rematch Mismatched Pairs for Robust ... | 2024-03-08 | Code |
| 4 | CTPR-SGR | 79.8 | No | - | - | - |
| 5 | CRCL | 79.6 | No | Cross-modal Active Complementary Learning with S... | 2023-10-26 | Code |
| 6 | LG-ITM-SGARF | 79.6 | No | - | - | Code |
| 7 | UGNCL | 79.5 | No | - | - | Code |
| 8 | GSC-SGR | 79.5 | No | Mitigating Noisy Correspondence by Geometrical S... | 2024-05-27 | Code |
| 9 | CREAM | 78.9 | No | - | - | Code |
| 10 | BiCro* | 78.8 | No | BiCro: Noisy Correspondence Rectification for Mu... | 2023-03-22 | Code |
| 11 | SREM | 78.5 | No | Noisy Correspondence Learning with Self-Reinforc... | 2023-12-27 | - |
| 12 | REPAIR | 78.3 | No | REPAIR: Rank Correlation and Noisy Pair Half-rep... | 2024-03-13 | - |
| 13 | LNC | 78.2 | No | - | - | - |
| 14 | MSCN | 78.1 | No | Noisy Correspondence Learning with Meta Similari... | 2023-04-13 | Code |
| 15 | NCR | 77.7 | No | - | - | Code |
| 16 | DECL-SGARF | 77.5 | No | - | - | Code |
| 17 | RCL-SGR | 77 | No | - | - | Code |