Cross-Modal Retrieval on Flickr30K-Noisy

Metric: Image-to-text R@10 (higher is better)

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#	Model↕	Image-to-text R@10▼	Extra Data	Paper	Date↕	Code
1	CTPR-SGR	98.3	No	-	-	-
2	CRCL	98.3	No	Cross-modal Active Complementary Learning with S...	2023-10-26	Code
3	SREM	97.9	No	Noisy Correspondence Learning with Self-Reinforc...	2023-12-27	-
4	ReCon	97.8	No	ReCon: Enhancing True Correspondence Discriminat...	2025-02-27	Code
5	NAC	97.8	No	-	-	-
6	GSC-SGR	97.8	No	Mitigating Noisy Correspondence by Geometrical S...	2024-05-27	Code
7	UGNCL	97.8	No	-	-	Code
8	L2RM-SGRAF	97.8	No	Learning to Rematch Mismatched Pairs for Robust ...	2024-03-08	Code
9	MSCN	97.6	No	Noisy Correspondence Learning with Meta Similari...	2023-04-13	Code
10	BiCro*	97.5	No	BiCro: Noisy Correspondence Rectification for Mu...	2023-03-22	Code
11	NCR	97.5	No	-	-	Code
12	CREAM	97.3	No	-	-	Code
13	DECL-SGRAF	97	No	-	-	Code
14	REPAIR	96.9	No	REPAIR: Rank Correlation and Noisy Pair Half-rep...	2024-03-13	-
15	LNC	96.9	No	-	-	-
16	RCL-SGR	96.9	No	-	-	Code

#1CTPR-SGR
98.3
Image-to-text R@10
No paper
#2CRCLSOTA
98.3
Image-to-text R@10· 2023-10-26
Cross-modal Active Complementary Learning with Self-refining Correspondence Code
#3SREM
97.9
Image-to-text R@10· 2023-12-27
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation
#4ReCon
97.8
Image-to-text R@10· 2025-02-27
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning Code
#5NAC
97.8
Image-to-text R@10
No paper
#6GSC-SGR
97.8
Image-to-text R@10· 2024-05-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning Code
#7UGNCL
97.8
Image-to-text R@10
No paperCode
#8L2RM-SGRAF
97.8
Image-to-text R@10· 2024-03-08
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Code
#9MSCNSOTA
97.6
Image-to-text R@10· 2023-04-13
Noisy Correspondence Learning with Meta Similarity Correction Code
#10BiCro*SOTA
97.5
Image-to-text R@10· 2023-03-22
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency Code
#11NCR
97.5
Image-to-text R@10
No paperCode
#12CREAM
97.3
Image-to-text R@10
No paperCode
#13DECL-SGRAF
97
Image-to-text R@10
No paperCode
#14REPAIR
96.9
Image-to-text R@10· 2024-03-13
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence
#15LNC
96.9
Image-to-text R@10
No paper
#16RCL-SGR
96.9
Image-to-text R@10
No paperCode