| ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning | ✓ Link | 511.8 | 80.3 | 95.3 | 97.8 | 61.6 | 85.5 | 91.3 | ReCon | 2025-02-27 |
| Learning From Noisy Correspondence With Tri-Partition for Cross-Modal Matching | | 508.7 | 76.2 | 95.8 | 98.3 | 60.5 | 85.2 | 92.7 | CTPR-SGR | 2023-09-22 |
| Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation | | 507.8 | 79.5 | 94.2 | 97.9 | 61.2 | 84.8 | 90.2 | SREM | 2023-12-27 |
| Cross-modal Active Complementary Learning with Self-refining Correspondence | ✓ Link | 507.8 | 77.9 | 95.4 | 98.3 | 60.9 | 84.7 | 90.6 | CRCL | 2023-10-26 |
| NAC: Mitigating Noisy Correspondence in Cross-Modal Matching Via Neighbor Auxiliary Corrector | | 507.1 | 79.3 | 94.6 | 97.8 | 60.8 | 84.5 | 90.1 | NAC | 2024-03-18 |
| Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning | ✓ Link | 505.8 | 78.3 | 94.6 | 97.8 | 60.1 | 84.5 | 90.5 | GSC-SGR | 2024-05-27 |
| UGNCL: Uncertainty-Guided Noisy Correspondence Learning for Efficient Cross-Modal Matching | ✓ Link | 505.6 | 78.4 | 95.8 | 97.8 | 59.8 | 84.3 | 89.5 | UGNCL | 2024-07-11 |
| BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency | ✓ Link | 504.7 | 78.1 | 94.4 | 97.5 | 60.4 | 84.4 | 89.9 | BiCro* | 2023-03-22 |
| REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence | | 504.4 | 79.2 | 95.0 | 96.9 | 59.4 | 84.4 | 89.5 | REPAIR | 2024-03-13 |
| Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval | ✓ Link | 503.8 | 77.9 | 95.2 | 97.8 | 59.8 | 83.6 | 89.5 | L2RM-SGRAF | 2024-03-08 |
| Cross-modal Retrieval with Noisy Correspondence via Consistency Refining and Mining | ✓ Link | 502.3 | 77.4 | 95.0 | 97.3 | 58.7 | 84.1 | 89.8 | CREAM | 2024-03-25 |
| Noisy Correspondence Learning with Meta Similarity Correction | ✓ Link | 501.9 | 77.4 | 94.9 | 97.6 | 59.6 | 83.2 | 89.2 | MSCN | 2023-04-13 |
| Learning with Noisy Correspondence | | 498.9 | 76.3 | 93.7 | 96.9 | 58.4 | 83.8 | 89.8 | LNC | 2024-04-13 |
| Learning with Noisy Correspondence for Cross-modal Matching | ✓ Link | 496.7 | 75.0 | 93.9 | 97.5 | 58.3 | 83.0 | 89.0 | NCR | 2021-12-01 |
| Deep Evidential Learning with Noisy Correspondence for Cross-Modal Retrieval | ✓ Link | 494.7 | 77.5 | 93.8 | 97.0 | 56.1 | 81.8 | 88.5 | DECL-SGRAF | 2022-10-10 |
| Cross-Modal Retrieval with Partially Mismatched Pairs | ✓ Link | 487.2 | 74.2 | 91.8 | 96.9 | 55.6 | 81.2 | 87.5 | RCL-SGR | 2023-02-22 |