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SotA/Computer Vision/Image Retrieval/CIRR

Image Retrieval on CIRR

Metric: R@10 (higher is better)

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#Model↕R@10▼Extra DataPaperDate↕Code
1CoLLM (finetuned - BLIP-L/16)84.7NoCoLLM: A Large Language Model for Composed Image...2025-03-25Code
2CoVR-BLIP-283.95NoCoVR-2: Automatic Data Construction for Composed...2023-08-28Code
3IP-CIR + LDRE (CLIP G/14)80NoImagine and Seek: Improving Composed Image Retri...2024-11-24-
4SEIZE (CLIP G/14)79.42No--Code
5CoLLM (Pretrained - BLIP-L/16)78.6NoCoLLM: A Large Language Model for Composed Image...2025-03-25Code
6ImageScope (CLIP-ViT-L/14)78.05NoImageScope: Unifying Language-Guided Image Retri...2025-03-13Code
7MagicLens (CoCa L)77.9NoMagicLens: Self-Supervised Image Retrieval with ...2024-03-28Code
8OSrCIR (CLIP G/14)77.33NoReason-before-Retrieve: One-Stage Reflective Cha...2024-12-15Code
9SCOT (WACV 2025)74.48NoSCOT: Self-Supervised Contrastive Pretraining Fo...2025-01-12-
10MagicLens (CLIP L)74.4NoMagicLens: Self-Supervised Image Retrieval with ...2024-03-28Code
11CoLLM (Pretrained - CLIP-L/14)72.8NoCoLLM: A Large Language Model for Composed Image...2025-03-25Code
12IP-CIR + LDRE (CLIP L/14)71.21NoImagine and Seek: Improving Composed Image Retri...2024-11-24-
13OSrCIR (CLIP L/14)69.86NoReason-before-Retrieve: One-Stage Reflective Cha...2024-12-15Code
14OSrCIR (CLIP B/32)68.19NoReason-before-Retrieve: One-Stage Reflective Cha...2024-12-15Code