Image Retrieval with Multi-Modal Query on Flickr30k

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

LeaderboardDataset

Loading chart...

Results

Hide extra data

#	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	InternVL-G	95.7	No	InternVL: Scaling up Vision Foundation Models an...	2023-12-21	Code
10	ALIGN	95.3	Yes	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
11	BEiT-3	94.9	No	Image as a Foreign Language: BEiT Pretraining fo...	2022-08-22	Code
12	InternVL-C	94.7	No	InternVL: Scaling up Vision Foundation Models an...	2023-12-21	Code
13	COSMOS ViT-B/16	92.9	No	COSMOS: Cross-Modality Self-Distillation for Vis...	2024-12-02	Code
14	CoCa	92.5	No	CoCa: Contrastive Captioners are Image-Text Foun...	2022-05-04	Code
15	RO-ViT	92.1	No	Region-Aware Pretraining for Open-Vocabulary Obj...	2023-05-11	Code
16	M2-Encoder	91.2	Yes	M2-Encoder: Advancing Bilingual Image-Text Under...	2024-01-29	Code
17	ERNIE-ViL 2.0	91.2	No	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
18	Florence	90.9	No	Florence: A New Foundation Model for Computer Vi...	2021-11-22	Code
19	ALBEF	90.5	No	Align before Fuse: Vision and Language Represent...	2021-07-16	Code
20	COSMOS ViT-B/32	89.9	No	COSMOS: Cross-Modality Self-Distillation for Vis...	2024-12-02	Code
21	ViSTA	89.5	Yes	ViSTA: Vision and Scene Text Aggregation for Cro...	2022-03-31	-
22	Flamingo	89.3	No	Flamingo: a Visual Language Model for Few-Shot L...	2022-04-29	Code
23	VK-OOD	89	No	-	-	Code
24	ALIGN	88.6	No	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
25	IAIS	88.3	Yes	Learning Relation Alignment for Calibrated Cross...	2021-05-28	Code
26	CLIP	88	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code
27	3SHNet	87.1	No	3SHNet: Boosting Image-Sentence Retrieval via Vi...	2024-04-26	Code
28	PTP-BLIP (14M)	87.1	No	Position-guided Text Prompt for Vision-Language ...	2022-12-19	Code
29	AltCLIP	86	No	AltCLIP: Altering the Language Encoder in CLIP f...	2022-11-12	Code
30	ViLT-B/32	83.5	Yes	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
31	DSMD	82.5	No	Dynamic Self-adaptive Multiscale Distillation fr...	2024-04-16	Code
32	RCAR	82.3	No	Plug-and-Play Regulators for Image-Text Matching	2023-03-23	Code
33	UNITER	80.7	No	UNITER: UNiversal Image-TExt Representation Lear...	2019-09-25	Code
34	NAPReg	79.6	No	-	-	Code
35	SGRAF	77.8	No	Similarity Reasoning and Filtration for Image-Te...	2021-01-05	Code
36	GSMN	76.4	No	A Deep Local and Global Scene-Graph Matching for...	2021-06-04	Code
37	Pearl	75.3	No	-	-	-
38	IMRAM	74.1	No	IMRAM: Iterative Matching with Recurrent Attenti...	2020-03-08	Code
39	ViLT-B/32	73.2	No	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
40	ImageBERT	70.7	No	ImageBERT: Cross-modal Pre-training with Large-s...	2020-01-22	-
41	SCAN	67.4	No	Stacked Cross Attention for Image-Text Matching	2018-03-21	Code
42	Dual-Path (ResNet)	55.6	No	Dual-Path Convolutional Image-Text Embeddings wi...	2017-11-15	Code
43	SCO (ResNet)	55.5	No	Learning Semantic Concepts and Order for Image a...	2017-12-06	-
44	VSE++ (ResNet)	52.9	No	VSE++: Improving Visual-Semantic Embeddings with...	2017-07-18	Code
45	CMPL (ResNet)	49.6	No	-	-	Code