Image Retrieval on CIRR

Metric: R@50 (higher is better)

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#	Model↕	R@50▼	Extra Data	Paper	Date↕	Code
1	CoVR-BLIP-2	96.1	No	CoVR-2: Automatic Data Construction for Composed...	2023-08-28	Code
2	CoLLM (finetuned - BLIP-L/16)	95.8	No	CoLLM: A Large Language Model for Composed Image...	2025-03-25	Code
3	IP-CIR + LDRE (CLIP G/14)	94.89	No	Imagine and Seek: Improving Composed Image Retri...	2024-11-24	-
4	MagicLens (CoCa L)	94.4	No	MagicLens: Self-Supervised Image Retrieval with ...	2024-03-28	Code
5	CoLLM (Pretrained - BLIP-L/16)	94.2	No	CoLLM: A Large Language Model for Composed Image...	2025-03-25	Code
6	TransAgg (Laion-CIR-Combined)	93.86	No	Zero-shot Composed Text-Image Retrieval	2023-06-12	Code
7	SCOT (WACV 2025)	93.42	No	SCOT: Self-Supervised Contrastive Pretraining Fo...	2025-01-12	-
8	ImageScope (CLIP-ViT-L/14)	92.94	No	ImageScope: Unifying Language-Guided Image Retri...	2025-03-13	Code
9	MagicLens (CLIP L)	92.6	No	MagicLens: Self-Supervised Image Retrieval with ...	2024-03-28	Code
10	CoLLM (Pretrained - CLIP-L/14)	91.5	No	CoLLM: A Large Language Model for Composed Image...	2025-03-25	Code
11	IP-CIR + LDRE (CLIP L/14)	90.41	No	Imagine and Seek: Improving Composed Image Retri...	2024-11-24	-

#1CoVR-BLIP-2SOTA
96.1
R@50· 2023-08-28
CoVR-2: Automatic Data Construction for Composed Video Retrieval Code
#2CoLLM (finetuned - BLIP-L/16)
95.8
R@50· 2025-03-25
CoLLM: A Large Language Model for Composed Image Retrieval Code
#3IP-CIR + LDRE (CLIP G/14)
94.89
R@50· 2024-11-24
Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy
#4MagicLens (CoCa L)
94.4
R@50· 2024-03-28
MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions Code
#5CoLLM (Pretrained - BLIP-L/16)
94.2
R@50· 2025-03-25
CoLLM: A Large Language Model for Composed Image Retrieval Code
#6TransAgg (Laion-CIR-Combined)SOTA
93.86
R@50· 2023-06-12
Zero-shot Composed Text-Image Retrieval Code
#7SCOT (WACV 2025)
93.42
R@50· 2025-01-12
SCOT: Self-Supervised Contrastive Pretraining For Zero-Shot Compositional Retrieval
#8ImageScope (CLIP-ViT-L/14)
92.94
R@50· 2025-03-13
ImageScope: Unifying Language-Guided Image Retrieval via Large Multimodal Model Collective Reasoning Code
#9MagicLens (CLIP L)
92.6
R@50· 2024-03-28
MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions Code
#10CoLLM (Pretrained - CLIP-L/14)
91.5
R@50· 2025-03-25
CoLLM: A Large Language Model for Composed Image Retrieval Code
#11IP-CIR + LDRE (CLIP L/14)
90.41
R@50· 2024-11-24
Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy