Cross-Modal Retrieval on Flickr30k

Metric: Image-to-text R@1 (higher is better)

LeaderboardDataset

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#	Model↕	Image-to-text R@1▼	Extra Data	Paper	Date↕	Code
1	X2-VLM (large)	98.8	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
2	X2-VLM (base)	98.5	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
3	BEiT-3	98	Yes	Image as a Foreign Language: BEiT Pretraining fo...	2022-08-22	Code
4	OmniVL (14M)	97.3	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
5	ERNIE-ViL 2.0	97.2	Yes	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
6	Aurora (ours, r=128)	97.2	Yes	-	-	-
7	X-VLM (base)	97.1	Yes	Multi-Grained Vision Language Pre-Training: Alig...	2021-11-16	Code
8	VSE-Gradient	97	Yes	Dissecting Deep Metric Learning Losses for Image...	2022-10-21	Code
9	ALIGN	95.3	Yes	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
10	ViSTA	89.5	Yes	ViSTA: Vision and Scene Text Aggregation for Cro...	2022-03-31	-
11	IAIS	88.3	Yes	Learning Relation Alignment for Calibrated Cross...	2021-05-28	Code
12	3SHNet	87.1	No	3SHNet: Boosting Image-Sentence Retrieval via Vi...	2024-04-26	Code
13	ViLT-B/32	83.5	Yes	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
14	DSMD	82.5	No	Dynamic Self-adaptive Multiscale Distillation fr...	2024-04-16	Code
15	RCAR	82.3	No	Plug-and-Play Regulators for Image-Text Matching	2023-03-23	Code
16	NAPReg	79.6	No	-	-	Code
17	SGRAF	77.8	No	Similarity Reasoning and Filtration for Image-Te...	2021-01-05	Code
18	GSMN	76.4	No	A Deep Local and Global Scene-Graph Matching for...	2021-06-04	Code
19	Pearl	75.3	No	-	-	-
20	IMRAM	74.1	No	IMRAM: Iterative Matching with Recurrent Attenti...	2020-03-08	Code
21	SCAN	67.4	No	Stacked Cross Attention for Image-Text Matching	2018-03-21	Code
22	Dual-Path (ResNet)	55.6	No	Dual-Path Convolutional Image-Text Embeddings wi...	2017-11-15	Code
23	SCO (ResNet)	55.5	No	Learning Semantic Concepts and Order for Image a...	2017-12-06	-
24	VSE++ (ResNet)	52.9	No	VSE++: Improving Visual-Semantic Embeddings with...	2017-07-18	Code
25	CMPL (ResNet)	49.6	No	-	-	Code