Cross-Modal Information Retrieval on COCO-Noisy

Metric: Text-to-image R@5 (higher is better)

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#	Model↕	Text-to-image R@5▼	Extra Data	Paper	Date↕	Code
1	CTPR-SGR	91.2	No	-	-	-
2	ReCon	91	No	ReCon: Enhancing True Correspondence Discriminat...	2025-02-27	Code
3	UGNCL	90.9	No	-	-	Code
4	GSC-SGR	90.6	No	Mitigating Noisy Correspondence by Geometrical S...	2024-05-27	Code
5	CRCL	90.6	No	Cross-modal Active Complementary Learning with S...	2023-10-26	Code
6	MSCN	90.4	No	Noisy Correspondence Learning with Meta Similari...	2023-04-13	Code
7	SREM	90.4	No	Noisy Correspondence Learning with Self-Reinforc...	2023-12-27	-
8	NAC	90.3	No	-	-	-
9	BiCro*	90.3	No	BiCro: Noisy Correspondence Rectification for Mu...	2023-03-22	Code
10	L2RM-SCARF	90.1	No	Learning to Rematch Mismatched Pairs for Robust ...	2024-03-08	Code
11	CREAM	90.1	No	-	-	Code
12	LG-ITM-SGARF	90	No	-	-	Code
13	REPAIR	89.8	No	REPAIR: Rank Correlation and Noisy Pair Half-rep...	2024-03-13	-
14	LNC	89.4	No	-	-	-
15	NCR	89.3	No	-	-	Code
16	DECL-SGARF	89.3	No	-	-	Code
17	RCL-SGR	88.8	No	-	-	Code

#1CTPR-SGR
91.2
Text-to-image R@5
No paper
#2ReConSOTA
91
Text-to-image R@5· 2025-02-27
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning Code
#3UGNCL
90.9
Text-to-image R@5
No paperCode
#4GSC-SGR
90.6
Text-to-image R@5· 2024-05-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning Code
#5CRCLSOTA
90.6
Text-to-image R@5· 2023-10-26
Cross-modal Active Complementary Learning with Self-refining Correspondence Code
#6MSCNSOTA
90.4
Text-to-image R@5· 2023-04-13
Noisy Correspondence Learning with Meta Similarity Correction Code
#7SREM
90.4
Text-to-image R@5· 2023-12-27
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation
#8NAC
90.3
Text-to-image R@5
No paper
#9BiCro*SOTA
90.3
Text-to-image R@5· 2023-03-22
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency Code
#10L2RM-SCARF
90.1
Text-to-image R@5· 2024-03-08
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Code
#11CREAM
90.1
Text-to-image R@5
No paperCode
#12LG-ITM-SGARF
90
Text-to-image R@5
No paperCode
#13REPAIR
89.8
Text-to-image R@5· 2024-03-13
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence
#14LNC
89.4
Text-to-image R@5
No paper
#15NCR
89.3
Text-to-image R@5
No paperCode
#16DECL-SGARF
89.3
Text-to-image R@5
No paperCode
#17RCL-SGR
88.8
Text-to-image R@5
No paperCode