Cross-Modal Information Retrieval on Flickr30K-Noisy

Metric: Image-to-text R@5 (higher is better)

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#	Model↕	Image-to-text R@5▼	Extra Data	Paper	Date↕	Code
1	CTPR-SGR	95.8	No	-	-	-
2	UGNCL	95.8	No	-	-	Code
3	CRCL	95.4	No	Cross-modal Active Complementary Learning with S...	2023-10-26	Code
4	ReCon	95.3	No	ReCon: Enhancing True Correspondence Discriminat...	2025-02-27	Code
5	L2RM-SGRAF	95.2	No	Learning to Rematch Mismatched Pairs for Robust ...	2024-03-08	Code
6	REPAIR	95	No	REPAIR: Rank Correlation and Noisy Pair Half-rep...	2024-03-13	-
7	CREAM	95	No	-	-	Code
8	MSCN	94.9	No	Noisy Correspondence Learning with Meta Similari...	2023-04-13	Code
9	NAC	94.6	No	-	-	-
10	GSC-SGR	94.6	No	Mitigating Noisy Correspondence by Geometrical S...	2024-05-27	Code
11	BiCro*	94.4	No	BiCro: Noisy Correspondence Rectification for Mu...	2023-03-22	Code
12	SREM	94.2	No	Noisy Correspondence Learning with Self-Reinforc...	2023-12-27	-
13	NCR	93.9	No	-	-	Code
14	DECL-SGRAF	93.8	No	-	-	Code
15	LNC	93.7	No	-	-	-
16	RCL-SGR	91.8	No	-	-	Code

#1CTPR-SGR
95.8
Image-to-text R@5
No paper
#2UGNCL
95.8
Image-to-text R@5
No paperCode
#3CRCLSOTA
95.4
Image-to-text R@5· 2023-10-26
Cross-modal Active Complementary Learning with Self-refining Correspondence Code
#4ReCon
95.3
Image-to-text R@5· 2025-02-27
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning Code
#5L2RM-SGRAF
95.2
Image-to-text R@5· 2024-03-08
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Code
#6REPAIR
95
Image-to-text R@5· 2024-03-13
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence
#7CREAM
95
Image-to-text R@5
No paperCode
#8MSCNSOTA
94.9
Image-to-text R@5· 2023-04-13
Noisy Correspondence Learning with Meta Similarity Correction Code
#9NAC
94.6
Image-to-text R@5
No paper
#10GSC-SGR
94.6
Image-to-text R@5· 2024-05-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning Code
#11BiCro*SOTA
94.4
Image-to-text R@5· 2023-03-22
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency Code
#12SREM
94.2
Image-to-text R@5· 2023-12-27
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation
#13NCR
93.9
Image-to-text R@5
No paperCode
#14DECL-SGRAF
93.8
Image-to-text R@5
No paperCode
#15LNC
93.7
Image-to-text R@5
No paper
#16RCL-SGR
91.8
Image-to-text R@5
No paperCode