Image Retrieval on Flickr30K 1K test

Metric: R@1 (higher is better)

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#	Model↕	R@1▼	Extra Data	Paper	Date↕	Code
1	X-VLM (base)	86.9	Yes	Multi-Grained Vision Language Pre-Training: Alig...	2021-11-16	Code
2	RCAR	62.6	No	Plug-and-Play Regulators for Image-Text Matching	2023-03-23	Code
3	SGRAF	58.5	No	Similarity Reasoning and Filtration for Image-Te...	2021-01-05	Code
4	LGSGM	57.4	No	A Deep Local and Global Scene-Graph Matching for...	2021-06-04	Code
5	VisualSparta	57.4	No	VisualSparta: An Embarrassingly Simple Approach ...	2021-01-01	Code
6	TERAN MrSw	56.5	No	Fine-grained Visual Textual Alignment for Cross-...	2020-08-12	Code
7	TERAN Symm.	55.7	No	Fine-grained Visual Textual Alignment for Cross-...	2020-08-12	Code
8	VSRN	54.7	No	Visual Semantic Reasoning for Image-Text Matching	2019-09-06	Code
9	CAMP	51.5	No	CAMP: Cross-Modal Adaptive Message Passing for T...	2019-09-12	Code
10	SCAN i-t	44	No	Stacked Cross Attention for Image-Text Matching	2018-03-21	Code
11	SCO	41.1	No	Learning Semantic Concepts and Order for Image a...	2017-12-06	-
12	DAN	39.4	No	Dual Attention Networks for Multimodal Reasoning...	2016-11-02	Code
13	2WayNet (VGG)	36	No	Linking Image and Text with 2-Way Nets	2016-08-29	Code
14	SM-LSTM (VGG)	30.2	No	Instance-aware Image and Sentence Matching with ...	2016-11-17	-
15	SPE	29.7	No	Learning Deep Structure-Preserving Image-Text Em...	2015-11-19	-
16	mCNN	26.2	No	Multimodal Convolutional Neural Networks for Mat...	2015-04-23	Code
17	HGLMM FV	24.7	No	Flickr30k Entities: Collecting Region-to-Phrase ...	2015-05-19	Code
18	DVSA (R-CNN, AlexNet)	15.2	No	Deep Visual-Semantic Alignments for Generating I...	2014-12-07	Code