Cross-Modal Information Retrieval on Flickr30k

Metric: Image-to-text R@5 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Image-to-text R@5▼	Extra Data	Paper	Date↕	Code
1	X2-VLM (large)	100	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
2	X2-VLM (base)	100	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
3	BEiT-3	100	Yes	Image as a Foreign Language: BEiT Pretraining fo...	2022-08-22	Code
4	ERNIE-ViL 2.0	100	Yes	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
5	Aurora (ours, r=128)	100	Yes	-	-	-
6	X-VLM (base)	100	Yes	Multi-Grained Vision Language Pre-Training: Alig...	2021-11-16	Code
7	OmniVL (14M)	99.9	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
8	ALIGN	99.8	Yes	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
9	VSE-Gradient	99.6	Yes	Dissecting Deep Metric Learning Losses for Image...	2022-10-21	Code
10	ViSTA	98.4	Yes	ViSTA: Vision and Scene Text Aggregation for Cro...	2022-03-31	-
11	IAIS	98.4	Yes	Learning Relation Alignment for Calibrated Cross...	2021-05-28	Code
12	3SHNet	98.2	No	3SHNet: Boosting Image-Sentence Retrieval via Vi...	2024-04-26	Code
13	ViLT-B/32	96.7	Yes	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
14	RCAR	96	No	Plug-and-Play Regulators for Image-Text Matching	2023-03-23	Code
15	DSMD	95.5	No	Dynamic Self-adaptive Multiscale Distillation fr...	2024-04-16	Code
16	GSMN	94.3	No	A Deep Local and Global Scene-Graph Matching for...	2021-06-04	Code
17	SGRAF	94.1	No	Similarity Reasoning and Filtration for Image-Te...	2021-01-05	Code
18	Pearl	93.4	No	-	-	-
19	IMRAM	93	No	IMRAM: Iterative Matching with Recurrent Attenti...	2020-03-08	Code
20	SCAN	90.3	No	Stacked Cross Attention for Image-Text Matching	2018-03-21	Code
21	SCO (ResNet)	82	No	Learning Semantic Concepts and Order for Image a...	2017-12-06	-
22	Dual-Path (ResNet)	81.9	No	Dual-Path Convolutional Image-Text Embeddings wi...	2017-11-15	Code
23	VSE++ (ResNet)	80.5	No	VSE++: Improving Visual-Semantic Embeddings with...	2017-07-18	Code
24	CMPL (ResNet)	76.8	No	-	-	Code