Cross-Modal Retrieval on Flickr30K-Noisy

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	ReCon	85.5	No	ReCon: Enhancing True Correspondence Discriminat...	2025-02-27	Code
2	CTPR-SGR	85.2	No	-	-	-
3	SREM	84.8	No	Noisy Correspondence Learning with Self-Reinforc...	2023-12-27	-
4	CRCL	84.7	No	Cross-modal Active Complementary Learning with S...	2023-10-26	Code
5	NAC	84.5	No	-	-	-
6	GSC-SGR	84.5	No	Mitigating Noisy Correspondence by Geometrical S...	2024-05-27	Code
7	BiCro*	84.4	No	BiCro: Noisy Correspondence Rectification for Mu...	2023-03-22	Code
8	REPAIR	84.4	No	REPAIR: Rank Correlation and Noisy Pair Half-rep...	2024-03-13	-
9	UGNCL	84.3	No	-	-	Code
10	CREAM	84.1	No	-	-	Code
11	LNC	83.8	No	-	-	-
12	L2RM-SGRAF	83.6	No	Learning to Rematch Mismatched Pairs for Robust ...	2024-03-08	Code
13	MSCN	83.2	No	Noisy Correspondence Learning with Meta Similari...	2023-04-13	Code
14	NCR	83	No	-	-	Code
15	DECL-SGRAF	81.8	No	-	-	Code
16	RCL-SGR	81.2	No	-	-	Code

#1ReConSOTA
85.5
Text-to-image R@5· 2025-02-27
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning Code
#2CTPR-SGR
85.2
Text-to-image R@5
No paper
#3SREMSOTA
84.8
Text-to-image R@5· 2023-12-27
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation
#4CRCLSOTA
84.7
Text-to-image R@5· 2023-10-26
Cross-modal Active Complementary Learning with Self-refining Correspondence Code
#5NAC
84.5
Text-to-image R@5
No paper
#6GSC-SGR
84.5
Text-to-image R@5· 2024-05-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning Code
#7BiCro*SOTA
84.4
Text-to-image R@5· 2023-03-22
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency Code
#8REPAIR
84.4
Text-to-image R@5· 2024-03-13
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence
#9UGNCL
84.3
Text-to-image R@5
No paperCode
#10CREAM
84.1
Text-to-image R@5
No paperCode
#11LNC
83.8
Text-to-image R@5
No paper
#12L2RM-SGRAF
83.6
Text-to-image R@5· 2024-03-08
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Code
#13MSCN
83.2
Text-to-image R@5· 2023-04-13
Noisy Correspondence Learning with Meta Similarity Correction Code
#14NCR
83
Text-to-image R@5
No paperCode
#15DECL-SGRAF
81.8
Text-to-image R@5
No paperCode
#16RCL-SGR
81.2
Text-to-image R@5
No paperCode