| ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning | ✓ Link | 528.6 | 80.9 | 96.6 | 98.8 | 65.2 | 91.0 | 96.0 | ReCon | 2025-02-27 |
| Learning From Noisy Correspondence With Tri-Partition for Cross-Modal Matching | | 527 | 79.8 | 96.6 | 98.9 | 63.8 | 91.2 | 96.7 | CTPR-SGR | 2023-09-22 |
| UGNCL: Uncertainty-Guided Noisy Correspondence Learning for Efficient Cross-Modal Matching | ✓ Link | 526.3 | 79.5 | 97.2 | 99.0 | 63.7 | 90.9 | 96.0 | UGNCL | 2024-07-11 |
| Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning | ✓ Link | 525.7 | 79.5 | 96.4 | 98.9 | 64.4 | 90.6 | 95.9 | GSC-SGR | 2024-05-27 |
| Cross-modal Active Complementary Learning with Self-refining Correspondence | ✓ Link | 525.6 | 79.6 | 96.1 | 98.7 | 64.7 | 90.6 | 95.9 | CRCL | 2023-10-26 |
| Integrating Language Guidance Into Image-Text Matching for Correcting False Negatives | ✓ Link | 524.9 | 79.6 | 96.5 | 98.5 | 64.4 | 90.0 | 95.9 | LG-ITM-SGARF | 2023-03-24 |
| Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval | ✓ Link | 524.7 | 80.2 | 96.3 | 98.5 | 64.2 | 90.1 | 95.4 | L2RM-SCARF | 2024-03-08 |
| Noisy Correspondence Learning with Meta Similarity Correction | ✓ Link | 524.6 | 78.1 | 97.2 | 98.8 | 64.3 | 90.4 | 95.8 | MSCN | 2023-04-13 |
| NAC: Mitigating Noisy Correspondence in Cross-Modal Matching Via Neighbor Auxiliary Corrector | | 524.5 | 80.3 | 96.2 | 98.5 | 63.2 | 90.3 | 96.0 | NAC | 2024-03-18 |
| Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation | | 524.1 | 78.5 | 96.8 | 98.8 | 63.8 | 90.4 | 95.8 | SREM | 2023-12-27 |
| BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency | ✓ Link | 523.2 | 78.8 | 96.1 | 98.6 | 63.7 | 90.3 | 95.7 | BiCro* | 2023-03-22 |
| Cross-modal Retrieval with Noisy Correspondence via Consistency Refining and Mining | ✓ Link | 523 | 78.9 | 96.3 | 98.6 | 63.3 | 90.1 | 95.8 | CREAM | 2024-03-25 |
| REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence | | 521.2 | 78.3 | 96.8 | 98.3 | 62.5 | 89.8 | 95.5 | REPAIR | 2024-03-13 |
| Learning with Noisy Correspondence | | 519.9 | 78.2 | 95.8 | 98.5 | 62.6 | 89.4 | 95.4 | LNC | 2024-04-13 |
| Learning with Noisy Correspondence for Cross-modal Matching | ✓ Link | 518.5 | 77.7 | 95.5 | 98.2 | 62.5 | 89.3 | 95.3 | NCR | 2021-12-01 |
| Deep Evidential Learning with Noisy Correspondence for Cross-Modal Retrieval | ✓ Link | 518.2 | 77.5 | 95.9 | 98.4 | 61.7 | 89.3 | 95.4 | DECL-SGARF | 2022-10-10 |
| Cross-Modal Retrieval with Partially Mismatched Pairs | ✓ Link | 515.5 | 77.0 | 95.5 | 98.1 | 61.3 | 88.8 | 94.8 | RCL-SGR | 2023-02-22 |