Cross-Modal Information Retrieval on CC152K

Metric: R-Sum (higher is better)

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#	Model↕	R-Sum▼	Extra Data	Paper	Date↕	Code
1	ReCon	380.5	No	ReCon: Enhancing True Correspondence Discriminat...	2025-02-27	Code
2	GSC-SGR	375.1	No	Mitigating Noisy Correspondence by Geometrical S...	2024-05-27	Code
3	L2RM-SGRAF	374.2	No	Learning to Rematch Mismatched Pairs for Robust ...	2024-03-08	Code
4	CRCL	373.7	No	Cross-modal Active Complementary Learning with S...	2023-10-26	Code
5	NAC	373.5	No	-	-	-
6	UGNCL	373.1	No	-	-	Code
7	CREAM	372.6	No	-	-	Code
8	SREM	372.2	No	Noisy Correspondence Learning with Self-Reinforc...	2023-12-27	-
9	BiCro*	370.2	No	BiCro: Noisy Correspondence Rectification for Mu...	2023-03-22	Code
10	REPAIR	369.2	No	REPAIR: Rank Correlation and Noisy Pair Half-rep...	2024-03-13	-
11	MSCN	366.7	No	Noisy Correspondence Learning with Meta Similari...	2023-04-13	Code
12	RCL-SGRAF	364.4	No	-	-	Code
13	DECL-SGRAF	364.3	No	-	-	Code
14	NCR	355.6	No	-	-	Code
15	LNC	355.5	No	-	-	-

#1ReConSOTA
380.5
R-Sum· 2025-02-27
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning Code
#2GSC-SGRSOTA
375.1
R-Sum· 2024-05-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning Code
#3L2RM-SGRAFSOTA
374.2
R-Sum· 2024-03-08
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Code
#4CRCLSOTA
373.7
R-Sum· 2023-10-26
Cross-modal Active Complementary Learning with Self-refining Correspondence Code
#5NAC
373.5
R-Sum
No paper
#6UGNCL
373.1
R-Sum
No paperCode
#7CREAM
372.6
R-Sum
No paperCode
#8SREM
372.2
R-Sum· 2023-12-27
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation
#9BiCro*SOTA
370.2
R-Sum· 2023-03-22
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency Code
#10REPAIR
369.2
R-Sum· 2024-03-13
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence
#11MSCN
366.7
R-Sum· 2023-04-13
Noisy Correspondence Learning with Meta Similarity Correction Code
#12RCL-SGRAF
364.4
R-Sum
No paperCode
#13DECL-SGRAF
364.3
R-Sum
No paperCode
#14NCR
355.6
R-Sum
No paperCode
#15LNC
355.5
R-Sum
No paper