SOTA Image-to-Image Retrieval benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Food101		mAP87.53	95	17d ago
UCF101		mAP70.6	30	4mo ago
Caltech	PCA←	mAP93	30	4mo ago
SUN397		mAP50.1	30	4mo ago
EuroSAT	PCA←	mAP62.8	30	4mo ago
DTD		mAP44.9	30	4mo ago
Aircraft	PCA←	mAP46.3	30	4mo ago
Flowers		mAP99.4	30	4mo ago
Pets		mAP82.3	30	4mo ago
Cars	PCA←	mAP80.2	30	4mo ago
CUB 200 2011	OpenCLIP-ViT	R@159.5	15	2mo ago
CUB	IsoCLIP	mAP53	15	4mo ago
ImageNet		mAP57.6	15	1mo ago
FashionX (test)	OmniFashion	Accuracy89.4	10	4mo ago
Crisscrossed Captions (CxC)	MURAL-LARGE	R@150.3	10	4mo ago
Official Set	MFHC	Recall@124.72	8	1mo ago
NIGHTS	CLIP-SF	Recall@533.4	8	4mo ago
13-Dataset Retrieval Suite (Caltech, CUB, ROxford, RParis, Cars, Pets, Flowers, Aircraft, DTD, EuroSAT, Food101, SUN397, UCF101) (test)	IsoCLIP	Caltech Retrieval Score93.1	7	4mo ago
iNaturalist mini 2021 (train)	IsoCLIP	Accuracy13.07	6	4mo ago
Places365 (val)	IsoCLIP	Accuracy17.78	6	4mo ago
DHARANI Complete Region 1.0 (val)	CytoCLIP (BiomedCLIP)	Recall@14.8	6	4mo ago
DHARANI High Res. Tiles 1.0 (val)	CytoCLIP (BiomedCLIP)	Recall@14.4	5	4mo ago
M-BEIR NIGHTS	CLIP-SF	Recall@18.8	4	1mo ago
GUIEC	Gemini Embedding 2	Recall@179.4	4	1mo ago
NIGHTS M-BEIR (test)	UniIR-BLIPFF	Recall@533	4	4mo ago

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