Cross-Modal Retrieval on CC152K

Metric: Text-to-image R@5 (higher is better)

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#	Model↕	Text-to-image R@5▼	Extra Data	Paper	Date↕	Code
1	UGNCL	68.4	No	-	-	Code
2	ReCon	68.3	No	ReCon: Enhancing True Correspondence Discriminat...	2025-02-27	Code
3	NAC	68.3	No	-	-	-
4	CREAM	68.2	No	-	-	Code
5	SREM	68.2	No	Noisy Correspondence Learning with Self-Reinforc...	2023-12-27	-
6	REPAIR	68.2	No	REPAIR: Rank Correlation and Noisy Pair Half-rep...	2024-03-13	-
7	L2RM-SGRAF	68	No	Learning to Rematch Mismatched Pairs for Robust ...	2024-03-08	Code
8	CRCL	68	No	Cross-modal Active Complementary Learning with S...	2023-10-26	Code
9	GSC-SGR	67.6	No	Mitigating Noisy Correspondence by Geometrical S...	2024-05-27	Code
10	BiCro*	67.6	No	BiCro: Noisy Correspondence Rectification for Mu...	2023-03-22	Code
11	MSCN	67.4	No	Noisy Correspondence Learning with Meta Similari...	2023-04-13	Code
12	RCL-SGRAF	66.4	No	-	-	Code
13	DECL-SGRAF	66.3	No	-	-	Code
14	LNC	64.8	No	-	-	-
15	NCR	64.6	No	-	-	Code

#1UGNCL
68.4
Text-to-image R@5
No paperCode
#2ReConSOTA
68.3
Text-to-image R@5· 2025-02-27
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning Code
#3NAC
68.3
Text-to-image R@5
No paper
#4CREAM
68.2
Text-to-image R@5
No paperCode
#5SREMSOTA
68.2
Text-to-image R@5· 2023-12-27
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation
#6REPAIR
68.2
Text-to-image R@5· 2024-03-13
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence
#7L2RM-SGRAF
68
Text-to-image R@5· 2024-03-08
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Code
#8CRCLSOTA
68
Text-to-image R@5· 2023-10-26
Cross-modal Active Complementary Learning with Self-refining Correspondence Code
#9GSC-SGR
67.6
Text-to-image R@5· 2024-05-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning Code
#10BiCro*SOTA
67.6
Text-to-image R@5· 2023-03-22
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency Code
#11MSCN
67.4
Text-to-image R@5· 2023-04-13
Noisy Correspondence Learning with Meta Similarity Correction Code
#12RCL-SGRAF
66.4
Text-to-image R@5
No paperCode
#13DECL-SGRAF
66.3
Text-to-image R@5
No paperCode
#14LNC
64.8
Text-to-image R@5
No paper
#15NCR
64.6
Text-to-image R@5
No paperCode