Cross-Modal Information Retrieval on CC152K

Metric: Image-to-text R@10 (higher is better)

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#	Model↕	Image-to-text R@10▼	Extra Data	Paper	Date↕	Code
1	ReCon	78.1	No	ReCon: Enhancing True Correspondence Discriminat...	2025-02-27	Code
2	GSC-SGR	77.7	No	Mitigating Noisy Correspondence by Geometrical S...	2024-05-27	Code
3	NAC	77.3	No	-	-	-
4	CREAM	77.1	No	-	-	Code
5	SREM	77.1	No	Noisy Correspondence Learning with Self-Reinforc...	2023-12-27	-
6	MSCN	76.6	No	Noisy Correspondence Learning with Meta Similari...	2023-04-13	Code
7	CRCL	76.5	No	Cross-modal Active Complementary Learning with S...	2023-10-26	Code
8	BiCro*	76.1	No	BiCro: Noisy Correspondence Rectification for Mu...	2023-03-22	Code
9	REPAIR	76.1	No	REPAIR: Rank Correlation and Noisy Pair Half-rep...	2024-03-13	-
10	L2RM-SGRAF	75.7	No	Learning to Rematch Mismatched Pairs for Robust ...	2024-03-08	Code
11	DECL-SGRAF	75.5	No	-	-	Code
12	UGNCL	74.9	No	-	-	Code
13	RCL-SGRAF	73.6	No	-	-	Code
14	NCR	73.5	No	-	-	Code
15	LNC	73.1	No	-	-	-

#1ReConSOTA
78.1
Image-to-text R@10· 2025-02-27
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning Code
#2GSC-SGRSOTA
77.7
Image-to-text R@10· 2024-05-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning Code
#3NAC
77.3
Image-to-text R@10
No paper
#4CREAM
77.1
Image-to-text R@10
No paperCode
#5SREMSOTA
77.1
Image-to-text R@10· 2023-12-27
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation
#6MSCNSOTA
76.6
Image-to-text R@10· 2023-04-13
Noisy Correspondence Learning with Meta Similarity Correction Code
#7CRCL
76.5
Image-to-text R@10· 2023-10-26
Cross-modal Active Complementary Learning with Self-refining Correspondence Code
#8BiCro*SOTA
76.1
Image-to-text R@10· 2023-03-22
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency Code
#9REPAIR
76.1
Image-to-text R@10· 2024-03-13
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence
#10L2RM-SGRAF
75.7
Image-to-text R@10· 2024-03-08
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Code
#11DECL-SGRAF
75.5
Image-to-text R@10
No paperCode
#12UGNCL
74.9
Image-to-text R@10
No paperCode
#13RCL-SGRAF
73.6
Image-to-text R@10
No paperCode
#14NCR
73.5
Image-to-text R@10
No paperCode
#15LNC
73.1
Image-to-text R@10
No paper