Cross-Modal Retrieval on COCO-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	UGNCL	99	No	-	-	Code
2	CTPR-SGR	98.9	No	-	-	-
3	GSC-SGR	98.9	No	Mitigating Noisy Correspondence by Geometrical S...	2024-05-27	Code
4	ReCon	98.8	No	ReCon: Enhancing True Correspondence Discriminat...	2025-02-27	Code
5	MSCN	98.8	No	Noisy Correspondence Learning with Meta Similari...	2023-04-13	Code
6	SREM	98.8	No	Noisy Correspondence Learning with Self-Reinforc...	2023-12-27	-
7	CRCL	98.7	No	Cross-modal Active Complementary Learning with S...	2023-10-26	Code
8	BiCro*	98.6	No	BiCro: Noisy Correspondence Rectification for Mu...	2023-03-22	Code
9	CREAM	98.6	No	-	-	Code
10	LG-ITM-SGARF	98.5	No	-	-	Code
11	L2RM-SCARF	98.5	No	Learning to Rematch Mismatched Pairs for Robust ...	2024-03-08	Code
12	NAC	98.5	No	-	-	-
13	LNC	98.5	No	-	-	-
14	DECL-SGARF	98.4	No	-	-	Code
15	REPAIR	98.3	No	REPAIR: Rank Correlation and Noisy Pair Half-rep...	2024-03-13	-
16	NCR	98.2	No	-	-	Code
17	RCL-SGR	98.1	No	-	-	Code

#1UGNCL
99
Image-to-text R@10
No paperCode
#2CTPR-SGR
98.9
Image-to-text R@10
No paper
#3GSC-SGRSOTA
98.9
Image-to-text R@10· 2024-05-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning Code
#4ReCon
98.8
Image-to-text R@10· 2025-02-27
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning Code
#5MSCNSOTA
98.8
Image-to-text R@10· 2023-04-13
Noisy Correspondence Learning with Meta Similarity Correction Code
#6SREM
98.8
Image-to-text R@10· 2023-12-27
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation
#7CRCL
98.7
Image-to-text R@10· 2023-10-26
Cross-modal Active Complementary Learning with Self-refining Correspondence Code
#8BiCro*SOTA
98.6
Image-to-text R@10· 2023-03-22
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency Code
#9CREAM
98.6
Image-to-text R@10
No paperCode
#10LG-ITM-SGARF
98.5
Image-to-text R@10
No paperCode
#11L2RM-SCARF
98.5
Image-to-text R@10· 2024-03-08
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Code
#12NAC
98.5
Image-to-text R@10
No paper
#13LNC
98.5
Image-to-text R@10
No paper
#14DECL-SGARF
98.4
Image-to-text R@10
No paperCode
#15REPAIR
98.3
Image-to-text R@10· 2024-03-13
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence
#16NCR
98.2
Image-to-text R@10
No paperCode
#17RCL-SGR
98.1
Image-to-text R@10
No paperCode