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SotA/Computer Vision/Composed Image Retrieval (CoIR)/CIRR

Composed Image Retrieval (CoIR) on CIRR

Metric: R@50 (higher is better)

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#Model↕R@50▼Extra DataPaperDate↕Code
1CoVR-BLIP-296.1NoCoVR-2: Automatic Data Construction for Composed...2023-08-28Code
2CoLLM (finetuned - BLIP-L/16)95.8NoCoLLM: A Large Language Model for Composed Image...2025-03-25Code
3IP-CIR + LDRE (CLIP G/14)94.89NoImagine and Seek: Improving Composed Image Retri...2024-11-24-
4MagicLens (CoCa L)94.4NoMagicLens: Self-Supervised Image Retrieval with ...2024-03-28Code
5CoLLM (Pretrained - BLIP-L/16)94.2NoCoLLM: A Large Language Model for Composed Image...2025-03-25Code
6TransAgg (Laion-CIR-Combined)93.86NoZero-shot Composed Text-Image Retrieval2023-06-12Code
7SCOT (WACV 2025)93.42NoSCOT: Self-Supervised Contrastive Pretraining Fo...2025-01-12-
8ImageScope (CLIP-ViT-L/14)92.94NoImageScope: Unifying Language-Guided Image Retri...2025-03-13Code
9MagicLens (CLIP L)92.6NoMagicLens: Self-Supervised Image Retrieval with ...2024-03-28Code
10CoLLM (Pretrained - CLIP-L/14)91.5NoCoLLM: A Large Language Model for Composed Image...2025-03-25Code
11IP-CIR + LDRE (CLIP L/14)90.41NoImagine and Seek: Improving Composed Image Retri...2024-11-24-