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SotA/Computer Vision/Composed Image Retrieval (CoIR)/ImageNet-R

Composed Image Retrieval (CoIR) on ImageNet-R

Metric: (Recall@10+Recall@50)/2 (higher is better)

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#Model↕(Recall@10+Recall@50)/2▼Extra DataPaperDate↕Code
1MagicLens (CoCa L)52.95NoMagicLens: Self-Supervised Image Retrieval with ...2024-03-28Code
2MagicLens (CoCa B)51.75NoMagicLens: Self-Supervised Image Retrieval with ...2024-03-28Code
3MagicLens (CLIP L)48NoMagicLens: Self-Supervised Image Retrieval with ...2024-03-28Code
4MagicLens (CLIP B)36.4NoMagicLens: Self-Supervised Image Retrieval with ...2024-03-28Code
5iSEARLE-XL (CLIP L/14)24.46NoiSEARLE: Improving Textual Inversion for Zero-Sh...2024-05-05Code
6LinCIR (CLIP L/14)21.64NoLanguage-only Efficient Training of Zero-shot Co...2023-12-04Code
7SEARLE-XL (CLIP L/14)21.54NoZero-Shot Composed Image Retrieval with Textual ...2023-03-27Code
8SEARLE-XL-OTI (CLIP B/32)20.42NoZero-Shot Composed Image Retrieval with Textual ...2023-03-27Code
9Context-I2W20.25NoContext-I2W: Mapping Images to Context-dependent...2023-09-28Code
10Pic2Word16.65NoPic2Word: Mapping Pictures to Words for Zero-sho...2023-02-06Code
11iSEARLE (CLIP B/32)16.01NoiSEARLE: Improving Textual Inversion for Zero-Sh...2024-05-05Code
12iSEARLE-OTI (CLIP B/32)15.62NoiSEARLE: Improving Textual Inversion for Zero-Sh...2024-05-05Code
13SEARLE-OTI (CLIP B/32)12.77NoZero-Shot Composed Image Retrieval with Textual ...2023-03-27Code
14SEARLE (CLIP B/32)11.94NoZero-Shot Composed Image Retrieval with Textual ...2023-03-27Code