Image Retrieval on COCO (Common Objects in Context)

Metric: recall@5 (higher is better)

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#	Model↕	recall@5▼	Extra Data	Paper	Date↕	Code
1	VisualSparta	91.8	No	VisualSparta: An Embarrassingly Simple Approach ...	2021-01-01	Code
2	BLIP-2 ViT-G (fine-tuned)	87.7	No	BLIP-2: Bootstrapping Language-Image Pre-trainin...	2023-01-30	Code
3	BLIP-2 ViT-L (fine-tuned)	86.5	No	BLIP-2: Bootstrapping Language-Image Pre-trainin...	2023-01-30	Code
4	FLAVA (zero-shot)	67.47	No	FLAVA: A Foundational Language And Vision Alignm...	2021-12-08	Code
5	CLIP (zero-shot)	62.47	No	FLAVA: A Foundational Language And Vision Alignm...	2021-12-08	Code

#1VisualSpartaSOTA
91.8
recall@5· 2021-01-01
VisualSparta: An Embarrassingly Simple Approach to Large-scale Text-to-Image Search with Weighted Bag-of-words Code
#2BLIP-2 ViT-G (fine-tuned)
87.7
recall@5· 2023-01-30
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Code
#3BLIP-2 ViT-L (fine-tuned)
86.5
recall@5· 2023-01-30
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Code
#4FLAVA (zero-shot)
67.47
recall@5· 2021-12-08
FLAVA: A Foundational Language And Vision Alignment Model Code
#5CLIP (zero-shot)
62.47
recall@5· 2021-12-08
FLAVA: A Foundational Language And Vision Alignment Model Code