Image Retrieval with Multi-Modal Query on COCO 2014

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

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#	Model↕	Image-to-text R@1▼	Extra Data	Paper	Date↕	Code
1	BEiT-3	84.8	Yes	Image as a Foreign Language: BEiT Pretraining fo...	2022-08-22	Code
2	X2-VLM (large)	84.4	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
3	XFM (base)	84.2	Yes	Toward Building General Foundation Models for La...	2023-01-12	Code
4	X2-VLM (base)	83.5	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
5	OmniVL (14M)	82.1	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
6	Florence	81.8	Yes	Florence: A New Foundation Model for Computer Vi...	2021-11-22	Code
7	PTP-BLIP (14M)	81.5	Yes	Position-guided Text Prompt for Vision-Language ...	2022-12-19	Code
8	VSE-Gradient	81.4	Yes	Dissecting Deep Metric Learning Losses for Image...	2022-10-21	Code
9	X-VLM (base)	81.2	Yes	Multi-Grained Vision Language Pre-Training: Alig...	2021-11-16	Code
10	VK-OOD	80.7	Yes	-	-	Code
11	Aurora (ours, r=128)	80.7	Yes	-	-	-
12	ALBEF	77.6	Yes	Align before Fuse: Vision and Language Represent...	2021-07-16	Code
13	ERNIE-ViL 2.0	77.4	Yes	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
14	ALIGN	77	Yes	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
15	METER	76.16	Yes	An Empirical Study of Training End-to-End Vision...	2021-11-03	Code
16	TCL	75.6	Yes	Vision-Language Pre-Training with Triple Contras...	2022-02-21	Code
17	InternVL-G	74.9	No	InternVL: Scaling up Vision Foundation Models an...	2023-12-21	Code
18	Oscar	73.5	Yes	Oscar: Object-Semantics Aligned Pre-training for...	2020-04-13	Code
19	M2-Encoder	72.8	No	M2-Encoder: Advancing Bilingual Image-Text Under...	2024-01-29	Code
20	TCL	71.4	No	Vision-Language Pre-Training with Triple Contras...	2022-02-21	Code
21	MaMMUT (ours)	70.7	No	MaMMUT: A Simple Architecture for Joint Learning...	2023-03-29	Code
22	InternVL-C	70.6	No	InternVL: Scaling up Vision Foundation Models an...	2023-12-21	Code
23	PTP-BLIP	69.7	No	Position-guided Text Prompt for Vision-Language ...	2022-12-19	Code
24	ViSTA	68.9	Yes	ViSTA: Vision and Scene Text Aggregation for Cro...	2022-03-31	-
25	RO-ViT	68.9	No	Region-Aware Pretraining for Open-Vocabulary Obj...	2023-05-11	Code
26	ALBEF	68.7	No	Align before Fuse: Vision and Language Represent...	2021-07-16	Code
27	COSMOS ViT-B/16	68	No	COSMOS: Cross-Modality Self-Distillation for Vis...	2024-12-02	Code
28	3SHNet	67.9	No	3SHNet: Boosting Image-Sentence Retrieval via Vi...	2024-04-26	Code
29	CoCa	66.3	No	CoCa: Contrastive Captioners are Image-Text Foun...	2022-05-04	Code
30	Flamingo	65.9	No	Flamingo: a Visual Language Model for Few-Shot L...	2022-04-29	Code
31	ALADIN	64.9	Yes	ALADIN: Distilling Fine-grained Alignment Scores...	2022-07-29	Code
32	Florence	64.7	No	Florence: A New Foundation Model for Computer Vi...	2021-11-22	Code
33	COSMOS ViT-B/32	64.3	No	COSMOS: Cross-Modality Self-Distillation for Vis...	2024-12-02	Code
34	ERNIE-ViL 2.0	63.1	No	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
35	ViLT-B/32	61.5	Yes	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
36	RCAR	61.3	No	Plug-and-Play Regulators for Image-Text Matching	2023-03-23	Code
37	NAPReg	59.8	No	-	-	Code
38	ALIGN	58.6	No	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
39	CLIP	58.4	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code
40	SGRAF	57.8	No	Similarity Reasoning and Filtration for Image-Te...	2021-01-05	Code
41	ViLT-B/32	56.5	No	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
42	LILE	55.6	No	LILE: Look In-Depth before Looking Elsewhere -- ...	2022-03-02	-
43	IMRAM	53.7	No	IMRAM: Iterative Matching with Recurrent Attenti...	2020-03-08	Code
44	VSRN	53	No	Visual Semantic Reasoning for Image-Text Matching	2019-09-06	Code
45	SCAN	50.4	No	Stacked Cross Attention for Image-Text Matching	2018-03-21	Code
46	DSMD	48	No	Dynamic Self-adaptive Multiscale Distillation fr...	2024-04-16	Code
47	PVSE	45.2	No	Polysemous Visual-Semantic Embedding for Cross-M...	2019-06-11	Code
48	ImageBERT	44	No	ImageBERT: Cross-modal Pre-training with Large-s...	2020-01-22	-
49	SCO (ResNet)	42.8	No	Learning Semantic Concepts and Order for Image a...	2017-12-06	-
50	Dual-Path (ResNet)	41.2	No	Deep Visual-Semantic Alignments for Generating I...	2014-12-07	Code
51	dfdf	0	No	-	-	-

#1BEiT-3SOTA
84.8
Image-to-text R@1· Extra Data· 2022-08-22
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks Code
#2X2-VLM (large)
84.4
Image-to-text R@1· Extra Data· 2022-11-22
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks Code
#3XFM (base)
84.2
Image-to-text R@1· Extra Data· 2023-01-12
Toward Building General Foundation Models for Language, Vision, and Vision-Language Understanding Tasks Code
#4X2-VLM (base)
83.5
Image-to-text R@1· Extra Data· 2022-11-22
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks Code
#5OmniVL (14M)
82.1
Image-to-text R@1· Extra Data· 2022-09-15
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks
#6FlorenceSOTA
81.8
Image-to-text R@1· Extra Data· 2021-11-22
Florence: A New Foundation Model for Computer Vision Code
#7PTP-BLIP (14M)
81.5
Image-to-text R@1· Extra Data· 2022-12-19
Position-guided Text Prompt for Vision-Language Pre-training Code
#8VSE-Gradient
81.4
Image-to-text R@1· Extra Data· 2022-10-21
Dissecting Deep Metric Learning Losses for Image-Text Retrieval Code
#9X-VLM (base)SOTA
81.2
Image-to-text R@1· Extra Data· 2021-11-16
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts Code
#10VK-OOD
80.7
Image-to-text R@1· Extra Data
No paperCode
#11Aurora (ours, r=128)
80.7
Image-to-text R@1· Extra Data
No paper
#12ALBEFSOTA
77.6
Image-to-text R@1· Extra Data· 2021-07-16
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation Code
#13ERNIE-ViL 2.0
77.4
Image-to-text R@1· Extra Data· 2022-09-30
ERNIE-ViL 2.0: Multi-view Contrastive Learning for Image-Text Pre-training Code
#14ALIGNSOTA
77
Image-to-text R@1· Extra Data· 2021-02-11
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Code
#15METER
76.16
Image-to-text R@1· Extra Data· 2021-11-03
An Empirical Study of Training End-to-End Vision-and-Language Transformers Code
#16TCL
75.6
Image-to-text R@1· Extra Data· 2022-02-21
Vision-Language Pre-Training with Triple Contrastive Learning Code
#17InternVL-G
74.9
Image-to-text R@1· 2023-12-21
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks Code
#18OscarSOTA
73.5
Image-to-text R@1· Extra Data· 2020-04-13
Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks Code
#19M2-Encoder
72.8
Image-to-text R@1· 2024-01-29
M2-Encoder: Advancing Bilingual Image-Text Understanding by Large-scale Efficient Pretraining Code
#20TCL
71.4
Image-to-text R@1· 2022-02-21
Vision-Language Pre-Training with Triple Contrastive Learning Code
#21MaMMUT (ours)
70.7
Image-to-text R@1· 2023-03-29
MaMMUT: A Simple Architecture for Joint Learning for MultiModal Tasks Code
#22InternVL-C
70.6
Image-to-text R@1· 2023-12-21
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks Code
#23PTP-BLIP
69.7
Image-to-text R@1· 2022-12-19
Position-guided Text Prompt for Vision-Language Pre-training Code
#24ViSTA
68.9
Image-to-text R@1· Extra Data· 2022-03-31
ViSTA: Vision and Scene Text Aggregation for Cross-Modal Retrieval
#25RO-ViT
68.9
Image-to-text R@1· 2023-05-11
Region-Aware Pretraining for Open-Vocabulary Object Detection with Vision Transformers Code
#26ALBEF
68.7
Image-to-text R@1· 2021-07-16
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation Code
#27COSMOS ViT-B/16
68
Image-to-text R@1· 2024-12-02
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training Code
#283SHNet
67.9
Image-to-text R@1· 2024-04-26
3SHNet: Boosting Image-Sentence Retrieval via Visual Semantic-Spatial Self-Highlighting Code
#29CoCa
66.3
Image-to-text R@1· 2022-05-04
CoCa: Contrastive Captioners are Image-Text Foundation Models Code
#30Flamingo
65.9
Image-to-text R@1· 2022-04-29
Flamingo: a Visual Language Model for Few-Shot Learning Code
#31ALADIN
64.9
Image-to-text R@1· Extra Data· 2022-07-29
ALADIN: Distilling Fine-grained Alignment Scores for Efficient Image-Text Matching and Retrieval Code
#32Florence
64.7
Image-to-text R@1· 2021-11-22
Florence: A New Foundation Model for Computer Vision Code
#33COSMOS ViT-B/32
64.3
Image-to-text R@1· 2024-12-02
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training Code
#34ERNIE-ViL 2.0
63.1
Image-to-text R@1· 2022-09-30
ERNIE-ViL 2.0: Multi-view Contrastive Learning for Image-Text Pre-training Code
#35ViLT-B/32
61.5
Image-to-text R@1· Extra Data· 2021-02-05
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Code
#36RCAR
61.3
Image-to-text R@1· 2023-03-23
Plug-and-Play Regulators for Image-Text Matching Code
#37NAPReg
59.8
Image-to-text R@1
No paperCode
#38ALIGN
58.6
Image-to-text R@1· 2021-02-11
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Code
#39CLIP
58.4
Image-to-text R@1· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision Code
#40SGRAF
57.8
Image-to-text R@1· 2021-01-05
Similarity Reasoning and Filtration for Image-Text Matching Code
#41ViLT-B/32
56.5
Image-to-text R@1· 2021-02-05
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Code
#42LILE
55.6
Image-to-text R@1· 2022-03-02
LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology Archives
#43IMRAMSOTA
53.7
Image-to-text R@1· 2020-03-08
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval Code
#44VSRNSOTA
53
Image-to-text R@1· 2019-09-06
Visual Semantic Reasoning for Image-Text Matching Code
#45SCANSOTA
50.4
Image-to-text R@1· 2018-03-21
Stacked Cross Attention for Image-Text Matching Code
#46DSMD
48
Image-to-text R@1· 2024-04-16
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning Code
#47PVSE
45.2
Image-to-text R@1· 2019-06-11
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval Code
#48ImageBERT
44
Image-to-text R@1· 2020-01-22
ImageBERT: Cross-modal Pre-training with Large-scale Weak-supervised Image-Text Data
#49SCO (ResNet)SOTA
42.8
Image-to-text R@1· 2017-12-06
Learning Semantic Concepts and Order for Image and Sentence Matching
#50Dual-Path (ResNet)SOTA
41.2
Image-to-text R@1· 2014-12-07
Deep Visual-Semantic Alignments for Generating Image Descriptions Code
#51dfdf
0
Image-to-text R@1
No paper