Image Retrieval with Multi-Modal Query on COCO 2014

Metric: Text-to-image R@10 (higher is better)

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#	Model↕	Text-to-image R@10▼	Extra Data	Paper	Date↕	Code
1	VAST	92.8	Yes	VAST: A Vision-Audio-Subtitle-Text Omni-Modality...	2023-05-29	Code
2	VK-OOD	92.8	Yes	-	-	Code
3	X2-VLM (large)	92.5	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
4	XFM (base)	92.4	Yes	Toward Building General Foundation Models for La...	2023-01-12	Code
5	X2-VLM (base)	92.2	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
6	PTP-BLIP (14M)	92.2	Yes	Position-guided Text Prompt for Vision-Language ...	2022-12-19	Code
7	DSMD	92	No	Dynamic Self-adaptive Multiscale Distillation fr...	2024-04-16	Code
8	OmniVL (14M)	91.6	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
9	VSE-Gradient	91.5	Yes	Dissecting Deep Metric Learning Losses for Image...	2022-10-21	Code
10	X-VLM (base)	91.5	Yes	Multi-Grained Vision Language Pre-Training: Alig...	2021-11-16	Code
11	Aurora (ours, r=128)	91	Yes	-	-	-
12	VALOR	90.9	Yes	VALOR: Vision-Audio-Language Omni-Perception Pre...	2023-04-17	Code
13	ALBEF	90.5	Yes	Align before Fuse: Vision and Language Represent...	2021-07-16	Code
14	ERNIE-ViL 2.0	90.1	Yes	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
15	METER	90.07	Yes	An Empirical Study of Training End-to-End Vision...	2021-11-03	Code
16	TCL	89.9	Yes	Vision-Language Pre-Training with Triple Contras...	2022-02-21	Code
17	ALIGN	89.8	Yes	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
18	Oscar	89.8	Yes	Oscar: Object-Semantics Aligned Pre-training for...	2020-04-13	Code
19	M2-Encoder	88.8	No	M2-Encoder: Advancing Bilingual Image-Text Under...	2024-01-29	Code
20	InternVL-G	88	No	InternVL: Scaling up Vision Foundation Models an...	2023-12-21	Code
21	BEiT-3	87.7	Yes	Image as a Foreign Language: BEiT Pretraining fo...	2022-08-22	Code
22	3SHNet	87.7	No	3SHNet: Boosting Image-Sentence Retrieval via Vi...	2024-04-26	Code
23	ViSTA	87.6	Yes	ViSTA: Vision and Scene Text Aggregation for Cro...	2022-03-31	-
24	ALADIN	87.5	Yes	ALADIN: Distilling Fine-grained Alignment Scores...	2022-07-29	Code
25	TCL	87.1	No	Vision-Language Pre-Training with Triple Contras...	2022-02-21	Code
26	COSMOS ViT-B/16	84.9	No	COSMOS: Cross-Modality Self-Distillation for Vis...	2024-12-02	Code
27	InternVL-C	84.6	No	InternVL: Scaling up Vision Foundation Models an...	2023-12-21	Code
28	ALBEF	84.5	No	Align before Fuse: Vision and Language Represent...	2021-07-16	Code
29	PTP-BLIP	84.2	No	Position-guided Text Prompt for Vision-Language ...	2022-12-19	Code
30	RCAR	83.2	No	Plug-and-Play Regulators for Image-Text Matching	2023-03-23	Code
31	ViLT-B/32	83.1	Yes	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
32	RO-ViT	83	No	Region-Aware Pretraining for Open-Vocabulary Obj...	2023-05-11	Code
33	COSMOS ViT-B/32	82.6	No	COSMOS: Cross-Modality Self-Distillation for Vis...	2024-12-02	Code
34	VisualSparta	82.4	Yes	VisualSparta: An Embarrassingly Simple Approach ...	2021-01-01	Code
35	LILE	82.2	No	LILE: Look In-Depth before Looking Elsewhere -- ...	2022-03-02	-
36	Flamingo	82.1	No	Flamingo: a Visual Language Model for Few-Shot L...	2022-04-29	Code
37	CoCa	82	No	CoCa: Contrastive Captioners are Image-Text Foun...	2022-05-04	Code
38	SGRAF	81.3	No	Similarity Reasoning and Filtration for Image-Te...	2021-01-05	Code
39	VSRN	81.1	No	Visual Semantic Reasoning for Image-Text Matching	2019-09-06	Code
40	ViLT-B/32	81.1	No	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
41	SCAN	80.4	No	Stacked Cross Attention for Image-Text Matching	2018-03-21	Code
42	ERNIE-ViL 2.0	80.4	No	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
43	IMRAM	79.8	No	IMRAM: Iterative Matching with Recurrent Attenti...	2020-03-08	Code
44	ALIGN	78.6	No	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
45	SCO (ResNet)	75.5	No	Learning Semantic Concepts and Order for Image a...	2017-12-06	-
46	PVSE	75	No	Polysemous Visual-Semantic Embedding for Cross-M...	2019-06-11	Code
47	CLIP	72.2	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code
48	ImageBERT	70.2	No	ImageBERT: Cross-modal Pre-training with Large-s...	2020-01-22	-
49	Dual-Path (ResNet)	66.4	No	Deep Visual-Semantic Alignments for Generating I...	2014-12-07	Code
50	dfdf	0	No	-	-	-

#1VASTSOTA
92.8
Text-to-image R@10· Extra Data· 2023-05-29
VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset Code
#2VK-OOD
92.8
Text-to-image R@10· Extra Data
No paperCode
#3X2-VLM (large)SOTA
92.5
Text-to-image R@10· Extra Data· 2022-11-22
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks Code
#4XFM (base)
92.4
Text-to-image R@10· Extra Data· 2023-01-12
Toward Building General Foundation Models for Language, Vision, and Vision-Language Understanding Tasks Code
#5X2-VLM (base)
92.2
Text-to-image R@10· Extra Data· 2022-11-22
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks Code
#6PTP-BLIP (14M)
92.2
Text-to-image R@10· Extra Data· 2022-12-19
Position-guided Text Prompt for Vision-Language Pre-training Code
#7DSMD
92
Text-to-image R@10· 2024-04-16
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning Code
#8OmniVL (14M)SOTA
91.6
Text-to-image R@10· Extra Data· 2022-09-15
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks
#9VSE-Gradient
91.5
Text-to-image R@10· Extra Data· 2022-10-21
Dissecting Deep Metric Learning Losses for Image-Text Retrieval Code
#10X-VLM (base)SOTA
91.5
Text-to-image R@10· Extra Data· 2021-11-16
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts Code
#11Aurora (ours, r=128)
91
Text-to-image R@10· Extra Data
No paper
#12VALOR
90.9
Text-to-image R@10· Extra Data· 2023-04-17
VALOR: Vision-Audio-Language Omni-Perception Pretraining Model and Dataset Code
#13ALBEFSOTA
90.5
Text-to-image R@10· Extra Data· 2021-07-16
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation Code
#14ERNIE-ViL 2.0
90.1
Text-to-image R@10· Extra Data· 2022-09-30
ERNIE-ViL 2.0: Multi-view Contrastive Learning for Image-Text Pre-training Code
#15METER
90.07
Text-to-image R@10· Extra Data· 2021-11-03
An Empirical Study of Training End-to-End Vision-and-Language Transformers Code
#16TCL
89.9
Text-to-image R@10· Extra Data· 2022-02-21
Vision-Language Pre-Training with Triple Contrastive Learning Code
#17ALIGN
89.8
Text-to-image R@10· Extra Data· 2021-02-11
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Code
#18OscarSOTA
89.8
Text-to-image R@10· Extra Data· 2020-04-13
Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks Code
#19M2-Encoder
88.8
Text-to-image R@10· 2024-01-29
M2-Encoder: Advancing Bilingual Image-Text Understanding by Large-scale Efficient Pretraining Code
#20InternVL-G
88
Text-to-image R@10· 2023-12-21
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks Code
#21BEiT-3
87.7
Text-to-image R@10· Extra Data· 2022-08-22
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks Code
#223SHNet
87.7
Text-to-image R@10· 2024-04-26
3SHNet: Boosting Image-Sentence Retrieval via Visual Semantic-Spatial Self-Highlighting Code
#23ViSTA
87.6
Text-to-image R@10· Extra Data· 2022-03-31
ViSTA: Vision and Scene Text Aggregation for Cross-Modal Retrieval
#24ALADIN
87.5
Text-to-image R@10· Extra Data· 2022-07-29
ALADIN: Distilling Fine-grained Alignment Scores for Efficient Image-Text Matching and Retrieval Code
#25TCL
87.1
Text-to-image R@10· 2022-02-21
Vision-Language Pre-Training with Triple Contrastive Learning Code
#26COSMOS ViT-B/16
84.9
Text-to-image R@10· 2024-12-02
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training Code
#27InternVL-C
84.6
Text-to-image R@10· 2023-12-21
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks Code
#28ALBEF
84.5
Text-to-image R@10· 2021-07-16
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation Code
#29PTP-BLIP
84.2
Text-to-image R@10· 2022-12-19
Position-guided Text Prompt for Vision-Language Pre-training Code
#30RCAR
83.2
Text-to-image R@10· 2023-03-23
Plug-and-Play Regulators for Image-Text Matching Code
#31ViLT-B/32
83.1
Text-to-image R@10· Extra Data· 2021-02-05
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Code
#32RO-ViT
83
Text-to-image R@10· 2023-05-11
Region-Aware Pretraining for Open-Vocabulary Object Detection with Vision Transformers Code
#33COSMOS ViT-B/32
82.6
Text-to-image R@10· 2024-12-02
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training Code
#34VisualSparta
82.4
Text-to-image R@10· Extra Data· 2021-01-01
VisualSparta: An Embarrassingly Simple Approach to Large-scale Text-to-Image Search with Weighted Bag-of-words Code
#35LILE
82.2
Text-to-image R@10· 2022-03-02
LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology Archives
#36Flamingo
82.1
Text-to-image R@10· 2022-04-29
Flamingo: a Visual Language Model for Few-Shot Learning Code
#37CoCa
82
Text-to-image R@10· 2022-05-04
CoCa: Contrastive Captioners are Image-Text Foundation Models Code
#38SGRAF
81.3
Text-to-image R@10· 2021-01-05
Similarity Reasoning and Filtration for Image-Text Matching Code
#39VSRNSOTA
81.1
Text-to-image R@10· 2019-09-06
Visual Semantic Reasoning for Image-Text Matching Code
#40ViLT-B/32
81.1
Text-to-image R@10· 2021-02-05
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Code
#41SCANSOTA
80.4
Text-to-image R@10· 2018-03-21
Stacked Cross Attention for Image-Text Matching Code
#42ERNIE-ViL 2.0
80.4
Text-to-image R@10· 2022-09-30
ERNIE-ViL 2.0: Multi-view Contrastive Learning for Image-Text Pre-training Code
#43IMRAM
79.8
Text-to-image R@10· 2020-03-08
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval Code
#44ALIGN
78.6
Text-to-image R@10· 2021-02-11
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Code
#45SCO (ResNet)SOTA
75.5
Text-to-image R@10· 2017-12-06
Learning Semantic Concepts and Order for Image and Sentence Matching
#46PVSE
75
Text-to-image R@10· 2019-06-11
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval Code
#47CLIP
72.2
Text-to-image R@10· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision Code
#48ImageBERT
70.2
Text-to-image R@10· 2020-01-22
ImageBERT: Cross-modal Pre-training with Large-scale Weak-supervised Image-Text Data
#49Dual-Path (ResNet)SOTA
66.4
Text-to-image R@10· 2014-12-07
Deep Visual-Semantic Alignments for Generating Image Descriptions Code
#50dfdf
0
Text-to-image R@10
No paper