Cross-Modal Information Retrieval on COCO-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	UGNCL	97.2	No	-	-	Code
2	MSCN	97.2	No	Noisy Correspondence Learning with Meta Similari...	2023-04-13	Code
3	SREM	96.8	No	Noisy Correspondence Learning with Self-Reinforc...	2023-12-27	-
4	REPAIR	96.8	No	REPAIR: Rank Correlation and Noisy Pair Half-rep...	2024-03-13	-
5	ReCon	96.6	No	ReCon: Enhancing True Correspondence Discriminat...	2025-02-27	Code
6	CTPR-SGR	96.6	No	-	-	-
7	LG-ITM-SGARF	96.5	No	-	-	Code
8	GSC-SGR	96.4	No	Mitigating Noisy Correspondence by Geometrical S...	2024-05-27	Code
9	L2RM-SCARF	96.3	No	Learning to Rematch Mismatched Pairs for Robust ...	2024-03-08	Code
10	CREAM	96.3	No	-	-	Code
11	NAC	96.2	No	-	-	-
12	CRCL	96.1	No	Cross-modal Active Complementary Learning with S...	2023-10-26	Code
13	BiCro*	96.1	No	BiCro: Noisy Correspondence Rectification for Mu...	2023-03-22	Code
14	DECL-SGARF	95.9	No	-	-	Code
15	LNC	95.8	No	-	-	-
16	NCR	95.5	No	-	-	Code
17	RCL-SGR	95.5	No	-	-	Code

#1UGNCL
97.2
Image-to-text R@5
No paperCode
#2MSCNSOTA
97.2
Image-to-text R@5· 2023-04-13
Noisy Correspondence Learning with Meta Similarity Correction Code
#3SREM
96.8
Image-to-text R@5· 2023-12-27
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation
#4REPAIR
96.8
Image-to-text R@5· 2024-03-13
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence
#5ReCon
96.6
Image-to-text R@5· 2025-02-27
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning Code
#6CTPR-SGR
96.6
Image-to-text R@5
No paper
#7LG-ITM-SGARF
96.5
Image-to-text R@5
No paperCode
#8GSC-SGR
96.4
Image-to-text R@5· 2024-05-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning Code
#9L2RM-SCARF
96.3
Image-to-text R@5· 2024-03-08
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Code
#10CREAM
96.3
Image-to-text R@5
No paperCode
#11NAC
96.2
Image-to-text R@5
No paper
#12CRCL
96.1
Image-to-text R@5· 2023-10-26
Cross-modal Active Complementary Learning with Self-refining Correspondence Code
#13BiCro*SOTA
96.1
Image-to-text R@5· 2023-03-22
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency Code
#14DECL-SGARF
95.9
Image-to-text R@5
No paperCode
#15LNC
95.8
Image-to-text R@5
No paper
#16NCR
95.5
Image-to-text R@5
No paperCode
#17RCL-SGR
95.5
Image-to-text R@5
No paperCode