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

#1iSEARLE-XL (CLIP L/14)SOTA
24.46
Average Recall· 2024-05-05
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval Code
#2iSEARLE-XL-OTI (CLIP L/14)
22.59
Average Recall· 2024-05-05
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval Code
#3LinCIR (CLIP L/14)SOTA
21.64
Average Recall· 2023-12-04
Language-only Efficient Training of Zero-shot Composed Image Retrieval Code
#4SEARLE-XL (CLIP L/14)SOTA
21.54
Average Recall· 2023-03-27
Zero-Shot Composed Image Retrieval with Textual Inversion Code
#5SEARLE-XL-OTI (CLIP B/32)
20.42
Average Recall· 2023-03-27
Zero-Shot Composed Image Retrieval with Textual Inversion Code
#6Context-I2W
20.25
Average Recall· 2023-09-28
Context-I2W: Mapping Images to Context-dependent Words for Accurate Zero-Shot Composed Image Retrieval Code
#7Pic2WordSOTA
18.85
Average Recall· 2023-02-06
Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image Retrieval Code
#8iSEARLE (CLIP B/32)
16.01
Average Recall· 2024-05-05
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval Code
#9iSEARLE-OTI (CLIP B/32)
15.62
Average Recall· 2024-05-05
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval Code
#10SEARLE-OTI (CLIP B/32)
12.77
Average Recall· 2023-03-27
Zero-Shot Composed Image Retrieval with Textual Inversion Code
#11SEARLE (CLIP B/32)
11.94
Average Recall· 2023-03-27
Zero-Shot Composed Image Retrieval with Textual Inversion Code