Cross-Modal Retrieval on Flickr30K-Noisy

Metric: Image-to-text R@1 (higher is better)

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#	Model↕	Image-to-text R@1▼	Extra Data	Paper	Date↕	Code
1	ReCon	80.3	No	ReCon: Enhancing True Correspondence Discriminat...	2025-02-27	Code
2	SREM	79.5	No	Noisy Correspondence Learning with Self-Reinforc...	2023-12-27	-
3	NAC	79.3	No	-	-	-
4	REPAIR	79.2	No	REPAIR: Rank Correlation and Noisy Pair Half-rep...	2024-03-13	-
5	UGNCL	78.4	No	-	-	Code
6	GSC-SGR	78.3	No	Mitigating Noisy Correspondence by Geometrical S...	2024-05-27	Code
7	BiCro*	78.1	No	BiCro: Noisy Correspondence Rectification for Mu...	2023-03-22	Code
8	CRCL	77.9	No	Cross-modal Active Complementary Learning with S...	2023-10-26	Code
9	L2RM-SGRAF	77.9	No	Learning to Rematch Mismatched Pairs for Robust ...	2024-03-08	Code
10	DECL-SGRAF	77.5	No	-	-	Code
11	CREAM	77.4	No	-	-	Code
12	MSCN	77.4	No	Noisy Correspondence Learning with Meta Similari...	2023-04-13	Code
13	LNC	76.3	No	-	-	-
14	CTPR-SGR	76.2	No	-	-	-
15	NCR	75	No	-	-	Code
16	RCL-SGR	74.2	No	-	-	Code

#1ReConSOTA
80.3
Image-to-text R@1· 2025-02-27
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning Code
#2SREMSOTA
79.5
Image-to-text R@1· 2023-12-27
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation
#3NAC
79.3
Image-to-text R@1
No paper
#4REPAIR
79.2
Image-to-text R@1· 2024-03-13
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence
#5UGNCL
78.4
Image-to-text R@1
No paperCode
#6GSC-SGR
78.3
Image-to-text R@1· 2024-05-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning Code
#7BiCro*SOTA
78.1
Image-to-text R@1· 2023-03-22
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency Code
#8CRCL
77.9
Image-to-text R@1· 2023-10-26
Cross-modal Active Complementary Learning with Self-refining Correspondence Code
#9L2RM-SGRAF
77.9
Image-to-text R@1· 2024-03-08
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Code
#10DECL-SGRAF
77.5
Image-to-text R@1
No paperCode
#11CREAM
77.4
Image-to-text R@1
No paperCode
#12MSCN
77.4
Image-to-text R@1· 2023-04-13
Noisy Correspondence Learning with Meta Similarity Correction Code
#13LNC
76.3
Image-to-text R@1
No paper
#14CTPR-SGR
76.2
Image-to-text R@1
No paper
#15NCR
75
Image-to-text R@1
No paperCode
#16RCL-SGR
74.2
Image-to-text R@1
No paperCode