Cross-Modal Retrieval on CC152K

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

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#	Model↕	Image-to-text R@1▼	Extra Data	Paper	Date↕	Code
1	UGNCL	43.6	No	-	-	Code
2	ReCon	43.1	No	ReCon: Enhancing True Correspondence Discriminat...	2025-02-27	Code
3	L2RM-SGRAF	43	No	Learning to Rematch Mismatched Pairs for Robust ...	2024-03-08	Code
4	GSC-SGR	42.1	No	Mitigating Noisy Correspondence by Geometrical S...	2024-05-27	Code
5	CRCL	41.8	No	Cross-modal Active Complementary Learning with S...	2023-10-26	Code
6	NAC	41.8	No	-	-	-
7	RCL-SGRAF	41.7	No	-	-	Code
8	SREM	40.9	No	Noisy Correspondence Learning with Self-Reinforc...	2023-12-27	-
9	BiCro*	40.8	No	BiCro: Noisy Correspondence Rectification for Mu...	2023-03-22	Code
10	REPAIR	40.5	No	REPAIR: Rank Correlation and Noisy Pair Half-rep...	2024-03-13	-
11	CREAM	40.3	No	-	-	Code
12	MSCN	40.1	No	Noisy Correspondence Learning with Meta Similari...	2023-04-13	Code
13	NCR	39.5	No	-	-	Code
14	LNC	39.5	No	-	-	-
15	DECL-SGRAF	39	No	-	-	Code

#1UGNCL
43.6
Image-to-text R@1
No paperCode
#2ReConSOTA
43.1
Image-to-text R@1· 2025-02-27
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning Code
#3L2RM-SGRAFSOTA
43
Image-to-text R@1· 2024-03-08
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Code
#4GSC-SGR
42.1
Image-to-text R@1· 2024-05-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning Code
#5CRCLSOTA
41.8
Image-to-text R@1· 2023-10-26
Cross-modal Active Complementary Learning with Self-refining Correspondence Code
#6NAC
41.8
Image-to-text R@1
No paper
#7RCL-SGRAF
41.7
Image-to-text R@1
No paperCode
#8SREM
40.9
Image-to-text R@1· 2023-12-27
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation
#9BiCro*SOTA
40.8
Image-to-text R@1· 2023-03-22
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency Code
#10REPAIR
40.5
Image-to-text R@1· 2024-03-13
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence
#11CREAM
40.3
Image-to-text R@1
No paperCode
#12MSCN
40.1
Image-to-text R@1· 2023-04-13
Noisy Correspondence Learning with Meta Similarity Correction Code
#13NCR
39.5
Image-to-text R@1
No paperCode
#14LNC
39.5
Image-to-text R@1
No paper
#15DECL-SGRAF
39
Image-to-text R@1
No paperCode