Image Retrieval on Flickr30K 1K test

Metric: R@5 (higher is better)

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#	Model↕	R@5▼	Extra Data	Paper	Date↕	Code
1	X-VLM (base)	97.3	Yes	Multi-Grained Vision Language Pre-Training: Alig...	2021-11-16	Code
2	RCAR	85.8	No	Plug-and-Play Regulators for Image-Text Matching	2023-03-23	Code
3	LGSGM	84.1	No	A Deep Local and Global Scene-Graph Matching for...	2021-06-04	Code
4	TERAN Symm.	83.1	No	Fine-grained Visual Textual Alignment for Cross-...	2020-08-12	Code
5	SGRAF	83	No	Similarity Reasoning and Filtration for Image-Te...	2021-01-05	Code
6	VisualSparta	82	No	VisualSparta: An Embarrassingly Simple Approach ...	2021-01-01	Code
7	VSRN	81.8	No	Visual Semantic Reasoning for Image-Text Matching	2019-09-06	Code
8	TERAN MrSw	81.2	No	Fine-grained Visual Textual Alignment for Cross-...	2020-08-12	Code
9	CAMP	77.1	No	CAMP: Cross-Modal Adaptive Message Passing for T...	2019-09-12	Code
10	SCAN i-t	74.2	No	Stacked Cross Attention for Image-Text Matching	2018-03-21	Code
11	SCO	70.5	No	Learning Semantic Concepts and Order for Image a...	2017-12-06	-
12	DAN	69.2	No	Dual Attention Networks for Multimodal Reasoning...	2016-11-02	Code
13	SPE	60.1	No	Learning Deep Structure-Preserving Image-Text Em...	2015-11-19	-
14	mCNN	56.3	No	Multimodal Convolutional Neural Networks for Mat...	2015-04-23	Code
15	HGLMM FV	53.4	No	Flickr30k Entities: Collecting Region-to-Phrase ...	2015-05-19	Code