Image Retrieval with Multi-Modal Query on COCO 2014

Metric: Image-to-text R@10 (higher is better)

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#	Model↕	Image-to-text R@10▼	Extra Data	Paper	Date↕	Code
1	X2-VLM (large)	98.5	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	XFM (base)	98.4	Yes	Toward Building General Foundation Models for La...	2023-01-12	Code
4	BEiT-3	98.3	Yes	Image as a Foreign Language: BEiT Pretraining fo...	2022-08-22	Code
5	X-VLM (base)	98.2	Yes	Multi-Grained Vision Language Pre-Training: Alig...	2021-11-16	Code
6	OmniVL (14M)	98.1	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
7	PTP-BLIP (14M)	97.9	Yes	Position-guided Text Prompt for Vision-Language ...	2022-12-19	Code
8	VSE-Gradient	97.9	Yes	Dissecting Deep Metric Learning Losses for Image...	2022-10-21	Code
9	Aurora (ours, r=128)	97.8	Yes	-	-	-
10	ALBEF	97.2	Yes	Align before Fuse: Vision and Language Represent...	2021-07-16	Code
11	ERNIE-ViL 2.0	97.1	Yes	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
12	ALIGN	96.9	Yes	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
13	METER	96.82	Yes	An Empirical Study of Training End-to-End Vision...	2021-11-03	Code
14	VK-OOD	96.8	Yes	-	-	Code
15	TCL	96.7	Yes	Vision-Language Pre-Training with Triple Contras...	2022-02-21	Code
16	M2-Encoder	96.3	No	M2-Encoder: Advancing Bilingual Image-Text Under...	2024-01-29	Code
17	Oscar	96	Yes	Oscar: Object-Semantics Aligned Pre-training for...	2020-04-13	Code
18	ViSTA	95.4	Yes	ViSTA: Vision and Scene Text Aggregation for Cro...	2022-03-31	-
19	3SHNet	95.4	No	3SHNet: Boosting Image-Sentence Retrieval via Vi...	2024-04-26	Code
20	TCL	95.4	No	Vision-Language Pre-Training with Triple Contras...	2022-02-21	Code
21	InternVL-G	95.2	No	InternVL: Scaling up Vision Foundation Models an...	2023-12-21	Code
22	PTP-BLIP	94.7	No	Position-guided Text Prompt for Vision-Language ...	2022-12-19	Code
23	ALBEF	94.7	No	Align before Fuse: Vision and Language Represent...	2021-07-16	Code
24	ALADIN	94.5	Yes	ALADIN: Distilling Fine-grained Alignment Scores...	2022-07-29	Code
25	MaMMUT (ours)	93.7	No	MaMMUT: A Simple Architecture for Joint Learning...	2023-03-29	Code
26	InternVL-C	93.5	No	InternVL: Scaling up Vision Foundation Models an...	2023-12-21	Code
27	Flamingo	92.9	No	Flamingo: a Visual Language Model for Few-Shot L...	2022-04-29	Code
28	ViLT-B/32	92.7	Yes	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
29	RCAR	92.6	No	Plug-and-Play Regulators for Image-Text Matching	2023-03-23	Code
30	COSMOS ViT-B/16	92.5	No	COSMOS: Cross-Modality Self-Distillation for Vis...	2024-12-02	Code
31	RO-ViT	92.2	No	Region-Aware Pretraining for Open-Vocabulary Obj...	2023-05-11	Code
32	COSMOS ViT-B/32	92	No	COSMOS: Cross-Modality Self-Distillation for Vis...	2024-12-02	Code
33	CoCa	91.8	No	CoCa: Contrastive Captioners are Image-Text Foun...	2022-05-04	Code
34	SGRAF	91.6	No	Similarity Reasoning and Filtration for Image-Te...	2021-01-05	Code
35	ERNIE-ViL 2.0	91.4	No	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
36	LILE	91	No	LILE: Look In-Depth before Looking Elsewhere -- ...	2022-03-02	-
37	IMRAM	91	No	IMRAM: Iterative Matching with Recurrent Attenti...	2020-03-08	Code
38	SCAN	90	No	Stacked Cross Attention for Image-Text Matching	2018-03-21	Code
39	ALIGN	89.7	No	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
40	ViLT-B/32	89.6	No	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
41	VSRN	89.4	No	Visual Semantic Reasoning for Image-Text Matching	2019-09-06	Code
42	CLIP	88.1	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code
43	DSMD	84.5	No	Dynamic Self-adaptive Multiscale Distillation fr...	2024-04-16	Code
44	PVSE	84.5	No	Polysemous Visual-Semantic Embedding for Cross-M...	2019-06-11	Code
45	SCO (ResNet)	83	No	Learning Semantic Concepts and Order for Image a...	2017-12-06	-
46	Dual-Path (ResNet)	81.1	No	Deep Visual-Semantic Alignments for Generating I...	2014-12-07	Code
47	ImageBERT	80.4	No	ImageBERT: Cross-modal Pre-training with Large-s...	2020-01-22	-
48	dfdf	0	No	-	-	-