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cross-modal-retrieval-with-noisy-1

Cross-Modal RetrievalCross-modal retrieval with noisy correspondence
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PaperCodeR-SumImage-to-text R@1Image-to-text R@5Image-to-text R@10Text-to-image R@1Text-to-image R@5Text-to-image R@10ModelNameReleaseDate
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning✓ Link380.543.168.778.144.968.377.4ReCon2025-02-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning✓ Link375.142.168.477.742.267.677.1GSC-SGR2024-05-27
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval✓ Link374.243.067.575.742.868.077.2L2RM-SGRAF2024-03-08
Cross-modal Active Complementary Learning with Self-refining Correspondence✓ Link373.741.867.476.541.668.078.4CRCL2023-10-26
NAC: Mitigating Noisy Correspondence in Cross-Modal Matching Via Neighbor Auxiliary Corrector373.541.868.677.340.568.377.0NAC2024-03-18
UGNCL: Uncertainty-Guided Noisy Correspondence Learning for Efficient Cross-Modal Matching✓ Link373.143.667.174.942.768.476.4UGNCL2024-07-11
Cross-modal Retrieval with Noisy Correspondence via Consistency Refining and Mining✓ Link372.640.368.577.140.268.278.3CREAM2024-03-25
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation372.240.967.577.141.568.277.0SREM2023-12-27
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency✓ Link370.240.867.276.142.167.676.4BiCro*2023-03-22
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence369.240.567.776.140.368.276.4REPAIR2024-03-13
Noisy Correspondence Learning with Meta Similarity Correction✓ Link366.740.165.776.640.667.476.3MSCN2023-04-13
Cross-Modal Retrieval with Partially Mismatched Pairs✓ Link364.441.766.073.641.666.475.1RCL-SGRAF2023-02-22
Deep Evidential Learning with Noisy Correspondence for Cross-Modal Retrieval✓ Link364.339.066.175.540.766.376.7DECL-SGRAF2022-10-10
Learning with Noisy Correspondence for Cross-modal Matching✓ Link355.639.564.573.540.364.673.2NCR2021-12-01
Learning with Noisy Correspondence355.539.564.073.140.664.873.5LNC2024-04-13