Image Retrieval with Multi-Modal Query on COCO 2014

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

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#	Model↕	Image-to-text R@5▼	Extra Data	Paper	Date↕	Code
1	X2-VLM (large)	96.5	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
2	BEiT-3	96.5	Yes	Image as a Foreign Language: BEiT Pretraining fo...	2022-08-22	Code
3	XFM (base)	96.4	Yes	Toward Building General Foundation Models for La...	2023-01-12	Code
4	X2-VLM (base)	96.3	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
5	PTP-BLIP (14M)	95.9	Yes	Position-guided Text Prompt for Vision-Language ...	2022-12-19	Code
6	OmniVL (14M)	95.9	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
7	VSE-Gradient	95.6	Yes	Dissecting Deep Metric Learning Losses for Image...	2022-10-21	Code
8	X-VLM (base)	95.6	Yes	Multi-Grained Vision Language Pre-Training: Alig...	2021-11-16	Code
9	Aurora (ours, r=128)	95.3	Yes	-	-	-
10	Florence	95.2	Yes	Florence: A New Foundation Model for Computer Vi...	2021-11-22	Code
11	VK-OOD	95.1	Yes	-	-	Code
12	ALBEF	94.3	Yes	Align before Fuse: Vision and Language Represent...	2021-07-16	Code
13	ERNIE-ViL 2.0	93.6	Yes	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
14	ALIGN	93.5	Yes	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
15	METER	93.16	Yes	An Empirical Study of Training End-to-End Vision...	2021-11-03	Code
16	TCL	92.8	Yes	Vision-Language Pre-Training with Triple Contras...	2022-02-21	Code
17	M2-Encoder	92.3	No	M2-Encoder: Advancing Bilingual Image-Text Under...	2024-01-29	Code
18	Oscar	92.2	Yes	Oscar: Object-Semantics Aligned Pre-training for...	2020-04-13	Code
19	InternVL-G	91.3	No	InternVL: Scaling up Vision Foundation Models an...	2023-12-21	Code
20	TCL	90.8	No	Vision-Language Pre-Training with Triple Contras...	2022-02-21	Code
21	3SHNet	90.5	No	3SHNet: Boosting Image-Sentence Retrieval via Vi...	2024-04-26	Code
22	ViSTA	90.1	Yes	ViSTA: Vision and Scene Text Aggregation for Cro...	2022-03-31	-
23	PTP-BLIP	90	No	Position-guided Text Prompt for Vision-Language ...	2022-12-19	Code
24	ALBEF	89.5	No	Align before Fuse: Vision and Language Represent...	2021-07-16	Code
25	MaMMUT (ours)	89.1	No	MaMMUT: A Simple Architecture for Joint Learning...	2023-03-29	Code
26	InternVL-C	89	No	InternVL: Scaling up Vision Foundation Models an...	2023-12-21	Code
27	ALADIN	88.6	Yes	ALADIN: Distilling Fine-grained Alignment Scores...	2022-07-29	Code
28	RO-ViT	87.8	No	Region-Aware Pretraining for Open-Vocabulary Obj...	2023-05-11	Code
29	COSMOS ViT-B/16	87.8	No	COSMOS: Cross-Modality Self-Distillation for Vis...	2024-12-02	Code
30	Flamingo	87.3	No	Flamingo: a Visual Language Model for Few-Shot L...	2022-04-29	Code
31	COSMOS ViT-B/32	86.5	No	COSMOS: Cross-Modality Self-Distillation for Vis...	2024-12-02	Code
32	ViLT-B/32	86.3	Yes	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
33	CoCa	86.2	No	CoCa: Contrastive Captioners are Image-Text Foun...	2022-05-04	Code
34	RCAR	86.1	No	Plug-and-Play Regulators for Image-Text Matching	2023-03-23	Code
35	Florence	85.9	No	Florence: A New Foundation Model for Computer Vi...	2021-11-22	Code
36	ERNIE-ViL 2.0	85.7	No	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
37	SGRAF	84.9	No	Similarity Reasoning and Filtration for Image-Te...	2021-01-05	Code
38	IMRAM	83.2	No	IMRAM: Iterative Matching with Recurrent Attenti...	2020-03-08	Code
39	ALIGN	83	No	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
40	ViLT-B/32	82.6	No	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
41	LILE	82.4	No	LILE: Look In-Depth before Looking Elsewhere -- ...	2022-03-02	-
42	SCAN	82.2	No	Stacked Cross Attention for Image-Text Matching	2018-03-21	Code
43	CLIP	81.5	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code
44	VSRN	81.1	No	Visual Semantic Reasoning for Image-Text Matching	2019-09-06	Code
45	DSMD	75.6	No	Dynamic Self-adaptive Multiscale Distillation fr...	2024-04-16	Code
46	PVSE	74.3	No	Polysemous Visual-Semantic Embedding for Cross-M...	2019-06-11	Code
47	SCO (ResNet)	72.3	No	Learning Semantic Concepts and Order for Image a...	2017-12-06	-
48	ImageBERT	71.2	No	ImageBERT: Cross-modal Pre-training with Large-s...	2020-01-22	-
49	Dual-Path (ResNet)	70.5	No	Deep Visual-Semantic Alignments for Generating I...	2014-12-07	Code
50	dfdf	0	No	-	-	-