Cross-Modal Retrieval on COCO-Noisy

Metric: Image-to-text R@1 (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Sort:

#	Model↕	Image-to-text R@1▼	Extra Data	Paper	Date↕	Code
1	ReCon	80.9	No	ReCon: Enhancing True Correspondence Discriminat...	2025-02-27	Code
2	NAC	80.3	No	-	-	-
3	L2RM-SCARF	80.2	No	Learning to Rematch Mismatched Pairs for Robust ...	2024-03-08	Code
4	CTPR-SGR	79.8	No	-	-	-
5	CRCL	79.6	No	Cross-modal Active Complementary Learning with S...	2023-10-26	Code
6	LG-ITM-SGARF	79.6	No	-	-	Code
7	UGNCL	79.5	No	-	-	Code
8	GSC-SGR	79.5	No	Mitigating Noisy Correspondence by Geometrical S...	2024-05-27	Code
9	CREAM	78.9	No	-	-	Code
10	BiCro*	78.8	No	BiCro: Noisy Correspondence Rectification for Mu...	2023-03-22	Code
11	SREM	78.5	No	Noisy Correspondence Learning with Self-Reinforc...	2023-12-27	-
12	REPAIR	78.3	No	REPAIR: Rank Correlation and Noisy Pair Half-rep...	2024-03-13	-
13	LNC	78.2	No	-	-	-
14	MSCN	78.1	No	Noisy Correspondence Learning with Meta Similari...	2023-04-13	Code
15	NCR	77.7	No	-	-	Code
16	DECL-SGARF	77.5	No	-	-	Code
17	RCL-SGR	77	No	-	-	Code

#1ReConSOTA
80.9
Image-to-text R@1· 2025-02-27
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning Code
#2NAC
80.3
Image-to-text R@1
No paper
#3L2RM-SCARFSOTA
80.2
Image-to-text R@1· 2024-03-08
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Code
#4CTPR-SGR
79.8
Image-to-text R@1
No paper
#5CRCLSOTA
79.6
Image-to-text R@1· 2023-10-26
Cross-modal Active Complementary Learning with Self-refining Correspondence Code
#6LG-ITM-SGARF
79.6
Image-to-text R@1
No paperCode
#7UGNCL
79.5
Image-to-text R@1
No paperCode
#8GSC-SGR
79.5
Image-to-text R@1· 2024-05-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning Code
#9CREAM
78.9
Image-to-text R@1
No paperCode
#10BiCro*SOTA
78.8
Image-to-text R@1· 2023-03-22
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency Code
#11SREM
78.5
Image-to-text R@1· 2023-12-27
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation
#12REPAIR
78.3
Image-to-text R@1· 2024-03-13
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence
#13LNC
78.2
Image-to-text R@1
No paper
#14MSCN
78.1
Image-to-text R@1· 2023-04-13
Noisy Correspondence Learning with Meta Similarity Correction Code
#15NCR
77.7
Image-to-text R@1
No paperCode
#16DECL-SGARF
77.5
Image-to-text R@1
No paperCode
#17RCL-SGR
77
Image-to-text R@1
No paperCode