Cross-Modal Information Retrieval on CC152K

Metric: Text-to-image R@1 (higher is better)

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#	Model↕	Text-to-image R@1▼	Extra Data	Paper	Date↕	Code
1	ReCon	44.9	No	ReCon: Enhancing True Correspondence Discriminat...	2025-02-27	Code
2	L2RM-SGRAF	42.8	No	Learning to Rematch Mismatched Pairs for Robust ...	2024-03-08	Code
3	UGNCL	42.7	No	-	-	Code
4	GSC-SGR	42.2	No	Mitigating Noisy Correspondence by Geometrical S...	2024-05-27	Code
5	BiCro*	42.1	No	BiCro: Noisy Correspondence Rectification for Mu...	2023-03-22	Code
6	CRCL	41.6	No	Cross-modal Active Complementary Learning with S...	2023-10-26	Code
7	RCL-SGRAF	41.6	No	-	-	Code
8	SREM	41.5	No	Noisy Correspondence Learning with Self-Reinforc...	2023-12-27	-
9	DECL-SGRAF	40.7	No	-	-	Code
10	MSCN	40.6	No	Noisy Correspondence Learning with Meta Similari...	2023-04-13	Code
11	LNC	40.6	No	-	-	-
12	NAC	40.5	No	-	-	-
13	REPAIR	40.3	No	REPAIR: Rank Correlation and Noisy Pair Half-rep...	2024-03-13	-
14	NCR	40.3	No	-	-	Code
15	CREAM	40.2	No	-	-	Code

#1ReConSOTA
44.9
Text-to-image R@1· 2025-02-27
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning Code
#2L2RM-SGRAFSOTA
42.8
Text-to-image R@1· 2024-03-08
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Code
#3UGNCL
42.7
Text-to-image R@1
No paperCode
#4GSC-SGR
42.2
Text-to-image R@1· 2024-05-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning Code
#5BiCro*SOTA
42.1
Text-to-image R@1· 2023-03-22
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency Code
#6CRCL
41.6
Text-to-image R@1· 2023-10-26
Cross-modal Active Complementary Learning with Self-refining Correspondence Code
#7RCL-SGRAF
41.6
Text-to-image R@1
No paperCode
#8SREM
41.5
Text-to-image R@1· 2023-12-27
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation
#9DECL-SGRAF
40.7
Text-to-image R@1
No paperCode
#10MSCN
40.6
Text-to-image R@1· 2023-04-13
Noisy Correspondence Learning with Meta Similarity Correction Code
#11LNC
40.6
Text-to-image R@1
No paper
#12NAC
40.5
Text-to-image R@1
No paper
#13REPAIR
40.3
Text-to-image R@1· 2024-03-13
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence
#14NCR
40.3
Text-to-image R@1
No paperCode
#15CREAM
40.2
Text-to-image R@1
No paperCode