Cross-Modal Retrieval on Flickr30K-Noisy

Metric: R-Sum (higher is better)

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#	Model↕	R-Sum▼	Extra Data	Paper	Date↕	Code
1	ReCon	511.8	No	ReCon: Enhancing True Correspondence Discriminat...	2025-02-27	Code
2	CTPR-SGR	508.7	No	-	-	-
3	SREM	507.8	No	Noisy Correspondence Learning with Self-Reinforc...	2023-12-27	-
4	CRCL	507.8	No	Cross-modal Active Complementary Learning with S...	2023-10-26	Code
5	NAC	507.1	No	-	-	-
6	GSC-SGR	505.8	No	Mitigating Noisy Correspondence by Geometrical S...	2024-05-27	Code
7	UGNCL	505.6	No	-	-	Code
8	BiCro*	504.7	No	BiCro: Noisy Correspondence Rectification for Mu...	2023-03-22	Code
9	REPAIR	504.4	No	REPAIR: Rank Correlation and Noisy Pair Half-rep...	2024-03-13	-
10	L2RM-SGRAF	503.8	No	Learning to Rematch Mismatched Pairs for Robust ...	2024-03-08	Code
11	CREAM	502.3	No	-	-	Code
12	MSCN	501.9	No	Noisy Correspondence Learning with Meta Similari...	2023-04-13	Code
13	LNC	498.9	No	-	-	-
14	NCR	496.7	No	-	-	Code
15	DECL-SGRAF	494.7	No	-	-	Code
16	RCL-SGR	487.2	No	-	-	Code

#1ReConSOTA
511.8
R-Sum· 2025-02-27
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning Code
#2CTPR-SGR
508.7
R-Sum
No paper
#3SREM
507.8
R-Sum· 2023-12-27
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation
#4CRCLSOTA
507.8
R-Sum· 2023-10-26
Cross-modal Active Complementary Learning with Self-refining Correspondence Code
#5NAC
507.1
R-Sum
No paper
#6GSC-SGR
505.8
R-Sum· 2024-05-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning Code
#7UGNCL
505.6
R-Sum
No paperCode
#8BiCro*SOTA
504.7
R-Sum· 2023-03-22
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency Code
#9REPAIR
504.4
R-Sum· 2024-03-13
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence
#10L2RM-SGRAF
503.8
R-Sum· 2024-03-08
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Code
#11CREAM
502.3
R-Sum
No paperCode
#12MSCN
501.9
R-Sum· 2023-04-13
Noisy Correspondence Learning with Meta Similarity Correction Code
#13LNC
498.9
R-Sum
No paper
#14NCR
496.7
R-Sum
No paperCode
#15DECL-SGRAF
494.7
R-Sum
No paperCode
#16RCL-SGR
487.2
R-Sum
No paperCode