Image Retrieval with Multi-Modal Query on Flickr30K-Noisy

Metric: Text-to-image R@10 (higher is better)

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#	Model↕	Text-to-image R@10▼	Extra Data	Paper	Date↕	Code
1	CTPR-SGR	92.7	No	-	-	-
2	ReCon	91.3	No	ReCon: Enhancing True Correspondence Discriminat...	2025-02-27	Code
3	CRCL	90.6	No	Cross-modal Active Complementary Learning with S...	2023-10-26	Code
4	GSC-SGR	90.5	No	Mitigating Noisy Correspondence by Geometrical S...	2024-05-27	Code
5	SREM	90.2	No	Noisy Correspondence Learning with Self-Reinforc...	2023-12-27	-
6	NAC	90.1	No	-	-	-
7	BiCro*	89.9	No	BiCro: Noisy Correspondence Rectification for Mu...	2023-03-22	Code
8	CREAM	89.8	No	-	-	Code
9	LNC	89.8	No	-	-	-
10	UGNCL	89.5	No	-	-	Code
11	REPAIR	89.5	No	REPAIR: Rank Correlation and Noisy Pair Half-rep...	2024-03-13	-
12	L2RM-SGRAF	89.5	No	Learning to Rematch Mismatched Pairs for Robust ...	2024-03-08	Code
13	MSCN	89.2	No	Noisy Correspondence Learning with Meta Similari...	2023-04-13	Code
14	NCR	89	No	-	-	Code
15	DECL-SGRAF	88.5	No	-	-	Code
16	RCL-SGR	87.5	No	-	-	Code

#1CTPR-SGR
92.7
Text-to-image R@10
No paper
#2ReConSOTA
91.3
Text-to-image R@10· 2025-02-27
ReCon: Enhancing True Correspondence Discrimination through Relation Consistency for Robust Noisy Correspondence Learning Code
#3CRCLSOTA
90.6
Text-to-image R@10· 2023-10-26
Cross-modal Active Complementary Learning with Self-refining Correspondence Code
#4GSC-SGR
90.5
Text-to-image R@10· 2024-05-27
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning Code
#5SREM
90.2
Text-to-image R@10· 2023-12-27
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation
#6NAC
90.1
Text-to-image R@10
No paper
#7BiCro*SOTA
89.9
Text-to-image R@10· 2023-03-22
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency Code
#8CREAM
89.8
Text-to-image R@10
No paperCode
#9LNC
89.8
Text-to-image R@10
No paper
#10UGNCL
89.5
Text-to-image R@10
No paperCode
#11REPAIR
89.5
Text-to-image R@10· 2024-03-13
REPAIR: Rank Correlation and Noisy Pair Half-replacing with Memory for Noisy Correspondence
#12L2RM-SGRAF
89.5
Text-to-image R@10· 2024-03-08
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Code
#13MSCN
89.2
Text-to-image R@10· 2023-04-13
Noisy Correspondence Learning with Meta Similarity Correction Code
#14NCR
89
Text-to-image R@10
No paperCode
#15DECL-SGRAF
88.5
Text-to-image R@10
No paperCode
#16RCL-SGR
87.5
Text-to-image R@10
No paperCode