Cross-Modal Retrieval on Flickr30k

Metric: Text-to-image R@1 (higher is better)

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#	Model↕	Text-to-image R@1▼	Extra Data	Paper	Date↕	Code
1	ERNIE-ViL 2.0	93.3	Yes	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
2	X2-VLM (large)	91.8	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
3	VAST	91	Yes	VAST: A Vision-Audio-Subtitle-Text Omni-Modality...	2023-05-29	Code
4	X2-VLM (base)	90.4	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
5	BEiT-3	90.3	Yes	Image as a Foreign Language: BEiT Pretraining fo...	2022-08-22	Code
6	OmniVL (14M)	87.9	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
7	X-VLM (base)	86.9	Yes	Multi-Grained Vision Language Pre-Training: Alig...	2021-11-16	Code
8	Aurora (ours, r=128)	86.8	Yes	-	-	-
9	VSE-Gradient	86.3	Yes	Dissecting Deep Metric Learning Losses for Image...	2022-10-21	Code
10	ALIGN	84.9	Yes	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
11	IAIS	76.86	Yes	Learning Relation Alignment for Calibrated Cross...	2021-05-28	Code
12	ViSTA	75.8	Yes	ViSTA: Vision and Scene Text Aggregation for Cro...	2022-03-31	-
13	3SHNet	69.5	No	3SHNet: Boosting Image-Sentence Retrieval via Vi...	2024-04-26	Code
14	DSMD	68.4	No	Dynamic Self-adaptive Multiscale Distillation fr...	2024-04-16	Code
15	ViLT-B/32	64.4	Yes	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
16	RCAR	62.6	No	Plug-and-Play Regulators for Image-Text Matching	2023-03-23	Code
17	NAPReg	60	No	-	-	Code
18	SGRAF	58.5	No	Similarity Reasoning and Filtration for Image-Te...	2021-01-05	Code
19	GSMN	57.4	No	Graph Structured Network for Image-Text Matching	2020-04-01	Code
20	Pearl	54.98	No	-	-	-
21	IMRAM	53.9	No	IMRAM: Iterative Matching with Recurrent Attenti...	2020-03-08	Code
22	SCAN	48.6	No	Stacked Cross Attention for Image-Text Matching	2018-03-21	Code
23	SCO (ResNet)	41.1	No	Learning Semantic Concepts and Order for Image a...	2017-12-06	-
24	VSE++ (ResNet)	39.6	No	VSE++: Improving Visual-Semantic Embeddings with...	2017-07-18	Code
25	Dual-Path (ResNet)	39.1	No	Dual-Path Convolutional Image-Text Embeddings wi...	2017-11-15	Code
26	CMPL (ResNet)	37.3	No	-	-	Code