Composed Image Retrieval (CoIR) on ImageNet

Metric: Average Recall (higher is better)

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#	Model↕	Average Recall▼	Extra Data	Paper	Date↕	Code
1	iSEARLE-XL (CLIP L/14)	24.46	No	iSEARLE: Improving Textual Inversion for Zero-Sh...	2024-05-05	Code
2	iSEARLE-XL-OTI (CLIP L/14)	22.59	No	iSEARLE: Improving Textual Inversion for Zero-Sh...	2024-05-05	Code
3	LinCIR (CLIP L/14)	21.64	No	Language-only Efficient Training of Zero-shot Co...	2023-12-04	Code
4	SEARLE-XL (CLIP L/14)	21.54	No	Zero-Shot Composed Image Retrieval with Textual ...	2023-03-27	Code
5	SEARLE-XL-OTI (CLIP B/32)	20.42	No	Zero-Shot Composed Image Retrieval with Textual ...	2023-03-27	Code
6	Context-I2W	20.25	No	Context-I2W: Mapping Images to Context-dependent...	2023-09-28	Code
7	Pic2Word	18.85	No	Pic2Word: Mapping Pictures to Words for Zero-sho...	2023-02-06	Code
8	iSEARLE (CLIP B/32)	16.01	No	iSEARLE: Improving Textual Inversion for Zero-Sh...	2024-05-05	Code
9	iSEARLE-OTI (CLIP B/32)	15.62	No	iSEARLE: Improving Textual Inversion for Zero-Sh...	2024-05-05	Code
10	SEARLE-OTI (CLIP B/32)	12.77	No	Zero-Shot Composed Image Retrieval with Textual ...	2023-03-27	Code
11	SEARLE (CLIP B/32)	11.94	No	Zero-Shot Composed Image Retrieval with Textual ...	2023-03-27	Code