Image Retrieval with Multi-Modal Query on COCO 2014

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	VAST	68	Yes	VAST: A Vision-Audio-Subtitle-Text Omni-Modality...	2023-05-29	Code
2	X2-VLM (large)	67.7	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
3	BEiT-3	67.2	Yes	Image as a Foreign Language: BEiT Pretraining fo...	2022-08-22	Code
4	XFM (base)	67	Yes	Toward Building General Foundation Models for La...	2023-01-12	Code
5	X2-VLM (base)	66.2	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
6	PTP-BLIP (14M)	64.9	Yes	Position-guided Text Prompt for Vision-Language ...	2022-12-19	Code
7	OmniVL (14M)	64.8	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
8	VSE-Gradient	63.6	Yes	Dissecting Deep Metric Learning Losses for Image...	2022-10-21	Code
9	X-VLM (base)	63.4	Yes	Multi-Grained Vision Language Pre-Training: Alig...	2021-11-16	Code
10	Florence	63.2	Yes	Florence: A New Foundation Model for Computer Vi...	2021-11-22	Code
11	VK-OOD	62.9	Yes	-	-	Code
12	Aurora (ours, r=128)	62.8	Yes	-	-	-
13	DSMD	62.1	No	Dynamic Self-adaptive Multiscale Distillation fr...	2024-04-16	Code
14	VALOR	61.4	Yes	VALOR: Vision-Audio-Language Omni-Perception Pre...	2023-04-17	Code
15	ALBEF	60.7	Yes	Align before Fuse: Vision and Language Represent...	2021-07-16	Code
16	ALIGN	59.9	Yes	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
17	ERNIE-ViL 2.0	59.5	Yes	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
18	TCL	59	Yes	Vision-Language Pre-Training with Triple Contras...	2022-02-21	Code
19	InternVL-G	58.6	No	InternVL: Scaling up Vision Foundation Models an...	2023-12-21	Code
20	Oscar	57.5	Yes	Oscar: Object-Semantics Aligned Pre-training for...	2020-04-13	Code
21	METER	57.08	Yes	An Empirical Study of Training End-to-End Vision...	2021-11-03	Code
22	M2-Encoder	56.5	No	M2-Encoder: Advancing Bilingual Image-Text Under...	2024-01-29	Code
23	InternVL-C	54.1	No	InternVL: Scaling up Vision Foundation Models an...	2023-12-21	Code
24	TCL	53.5	No	Vision-Language Pre-Training with Triple Contras...	2022-02-21	Code
25	ViSTA	52.6	Yes	ViSTA: Vision and Scene Text Aggregation for Cro...	2022-03-31	-
26	COSMOS ViT-B/16	52.5	No	COSMOS: Cross-Modality Self-Distillation for Vis...	2024-12-02	Code
27	RO-ViT	51.8	No	Region-Aware Pretraining for Open-Vocabulary Obj...	2023-05-11	Code
28	ALADIN	51.3	Yes	ALADIN: Distilling Fine-grained Alignment Scores...	2022-07-29	Code
29	CoCa	51.2	No	CoCa: Contrastive Captioners are Image-Text Foun...	2022-05-04	Code
30	3SHNet	50.3	No	3SHNet: Boosting Image-Sentence Retrieval via Vi...	2024-04-26	Code
31	ALBEF	50.1	No	Align before Fuse: Vision and Language Represent...	2021-07-16	Code
32	PTP-BLIP	49.5	No	Position-guided Text Prompt for Vision-Language ...	2022-12-19	Code
33	COSMOS ViT-B/32	48.4	No	COSMOS: Cross-Modality Self-Distillation for Vis...	2024-12-02	Code
34	Flamingo	48	No	Flamingo: a Visual Language Model for Few-Shot L...	2022-04-29	Code
35	Florence	47.2	No	Florence: A New Foundation Model for Computer Vi...	2021-11-22	Code
36	ERNIE-ViL 2.0	46	No	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
37	ALIGN	45.6	No	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
38	VisualSparta	44.4	Yes	VisualSparta: An Embarrassingly Simple Approach ...	2021-01-01	Code
39	RCAR	44.3	No	Plug-and-Play Regulators for Image-Text Matching	2023-03-23	Code
40	NAPReg	43	No	-	-	Code
41	ViLT-B/32	42.7	Yes	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
42	SGRAF	41.9	No	Similarity Reasoning and Filtration for Image-Te...	2021-01-05	Code
43	LILE	41.5	No	LILE: Look In-Depth before Looking Elsewhere -- ...	2022-03-02	-
44	VSRN	40.5	No	Visual Semantic Reasoning for Image-Text Matching	2019-09-06	Code
45	ViLT-B/32	40.4	No	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
46	IMRAM	39.7	No	IMRAM: Iterative Matching with Recurrent Attenti...	2020-03-08	Code
47	SCAN	38.6	No	Stacked Cross Attention for Image-Text Matching	2018-03-21	Code
48	CLIP	37.8	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code
49	SCO (ResNet)	33.1	No	Learning Semantic Concepts and Order for Image a...	2017-12-06	-
50	PVSE	32.4	No	Polysemous Visual-Semantic Embedding for Cross-M...	2019-06-11	Code
51	ImageBERT	32.3	No	ImageBERT: Cross-modal Pre-training with Large-s...	2020-01-22	-
52	Dual-Path (ResNet)	25.3	No	Deep Visual-Semantic Alignments for Generating I...	2014-12-07	Code
53	dfdf	0	No	-	-	-