Image Retrieval on CIRR

Metric: R@1 (higher is better)

LeaderboardDataset

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Results

#	Model↕	R@1▼	Extra Data	Paper	Date↕	Code
1	CoVR-BLIP-2	50.43	No	CoVR-2: Automatic Data Construction for Composed...	2023-08-28	Code
2	CoLLM (finetuned - BLIP-L/16)	45.8	No	CoLLM: A Large Language Model for Composed Image...	2025-03-25	Code
3	CoVR-BLIP-2	43.74	No	CoVR-2: Automatic Data Construction for Composed...	2023-08-28	Code
4	ImageScope (CLIP-ViT-L/14)	39.37	No	ImageScope: Unifying Language-Guided Image Retri...	2025-03-13	Code
5	IP-CIR + LDRE (CLIP G/14)	39.25	No	Imagine and Seek: Improving Composed Image Retri...	2024-11-24	-
6	SEIZE (CLIP G/14)	38.87	No	-	-	Code
7	TransAgg (Laion-CIR-Combined)	37.87	No	Zero-shot Composed Text-Image Retrieval	2023-06-12	Code
8	OSrCIR (CLIP G/14)	37.26	No	Reason-before-Retrieve: One-Stage Reflective Cha...	2024-12-15	Code
9	SCOT (WACV 2025)	36.82	No	SCOT: Self-Supervised Contrastive Pretraining Fo...	2025-01-12	-
10	CoLLM (Pretrained - BLIP-L/16)	35	No	CoLLM: A Large Language Model for Composed Image...	2025-03-25	Code
11	CIReVL (CLIP G/14)	34.65	No	Vision-by-Language for Training-Free Composition...	2023-10-13	Code
12	MagicLens (CoCa L)	33.3	No	MagicLens: Self-Supervised Image Retrieval with ...	2024-03-28	Code
13	WeiMoCIR (CLIP G/14)	31.04	No	Training-free Zero-shot Composed Image Retrieval...	2024-09-07	Code
14	WeiMoCIR (CLIP L/14)	30.94	No	Training-free Zero-shot Composed Image Retrieval...	2024-09-07	Code
15	MagicLens (CLIP L)	30.1	No	MagicLens: Self-Supervised Image Retrieval with ...	2024-03-28	Code
16	IP-CIR + LDRE (CLIP L/14)	29.76	No	Imagine and Seek: Improving Composed Image Retri...	2024-11-24	-
17	CoLLM (Pretrained - CLIP-L/14)	29.7	No	CoLLM: A Large Language Model for Composed Image...	2025-03-25	Code
18	OSrCIR (CLIP L/14)	29.45	No	Reason-before-Retrieve: One-Stage Reflective Cha...	2024-12-15	Code
19	WeiMoCIR (CLIP H/14)	29.11	No	Training-free Zero-shot Composed Image Retrieval...	2024-09-07	Code
20	WeiMoCIR (CLIP B/32)	26.31	No	Training-free Zero-shot Composed Image Retrieval...	2024-09-07	Code
21	OSrCIR (CLIP B/32)	25.42	No	Reason-before-Retrieve: One-Stage Reflective Cha...	2024-12-15	Code
22	CIReVL (CLIP L/14)	24.55	No	Vision-by-Language for Training-Free Composition...	2023-10-13	Code
23	CIReVL (CLIP B/32)	23.94	No	Vision-by-Language for Training-Free Composition...	2023-10-13	Code