Cross-Modal Information Retrieval on Flickr30k

Metric: Text-to-image R@5 (higher is better)

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#	Model↕	Text-to-image R@5▼	Extra Data	Paper	Date↕	Code
1	ERNIE-ViL 2.0	99.4	Yes	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
2	BEiT-3	98.7	Yes	Image as a Foreign Language: BEiT Pretraining fo...	2022-08-22	Code
3	X2-VLM (large)	98.6	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
4	VAST	98.5	Yes	VAST: A Vision-Audio-Subtitle-Text Omni-Modality...	2023-05-29	Code
5	X2-VLM (base)	98.2	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
6	OmniVL (14M)	97.8	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
7	Aurora (ours, r=128)	97.6	Yes	-	-	-
8	VSE-Gradient	97.4	Yes	Dissecting Deep Metric Learning Losses for Image...	2022-10-21	Code
9	ALIGN	97.4	Yes	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
10	X-VLM (base)	97.3	Yes	Multi-Grained Vision Language Pre-Training: Alig...	2021-11-16	Code
11	ViSTA	94.2	Yes	ViSTA: Vision and Scene Text Aggregation for Cro...	2022-03-31	-
12	IAIS	93.3	Yes	Learning Relation Alignment for Calibrated Cross...	2021-05-28	Code
13	3SHNet	91	No	3SHNet: Boosting Image-Sentence Retrieval via Vi...	2024-04-26	Code
14	DSMD	90.8	No	Dynamic Self-adaptive Multiscale Distillation fr...	2024-04-16	Code
15	ViLT-B/32	88.7	Yes	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
16	RCAR	85.8	No	Plug-and-Play Regulators for Image-Text Matching	2023-03-23	Code
17	SGRAF	83	No	Similarity Reasoning and Filtration for Image-Te...	2021-01-05	Code
18	GSMN	82.3	No	Graph Structured Network for Image-Text Matching	2020-04-01	Code
19	Pearl	81.3	No	-	-	-
20	IMRAM	79.4	No	IMRAM: Iterative Matching with Recurrent Attenti...	2020-03-08	Code
21	SCAN	77.7	No	Stacked Cross Attention for Image-Text Matching	2018-03-21	Code
22	SCO (ResNet)	70.5	No	Learning Semantic Concepts and Order for Image a...	2017-12-06	-
23	VSE++ (ResNet)	70.1	No	VSE++: Improving Visual-Semantic Embeddings with...	2017-07-18	Code
24	Dual-Path (ResNet)	69.2	No	Dual-Path Convolutional Image-Text Embeddings wi...	2017-11-15	Code
25	CMPL (ResNet)	65.7	No	-	-	Code

#1ERNIE-ViL 2.0SOTA
99.4
Text-to-image R@5· Extra Data· 2022-09-30
ERNIE-ViL 2.0: Multi-view Contrastive Learning for Image-Text Pre-training Code
#2BEiT-3SOTA
98.7
Text-to-image R@5· Extra Data· 2022-08-22
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks Code
#3X2-VLM (large)
98.6
Text-to-image R@5· Extra Data· 2022-11-22
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks Code
#4VAST
98.5
Text-to-image R@5· Extra Data· 2023-05-29
VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset Code
#5X2-VLM (base)
98.2
Text-to-image R@5· Extra Data· 2022-11-22
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks Code
#6OmniVL (14M)
97.8
Text-to-image R@5· Extra Data· 2022-09-15
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks
#7Aurora (ours, r=128)
97.6
Text-to-image R@5· Extra Data
No paper
#8VSE-Gradient
97.4
Text-to-image R@5· Extra Data· 2022-10-21
Dissecting Deep Metric Learning Losses for Image-Text Retrieval Code
#9ALIGNSOTA
97.4
Text-to-image R@5· Extra Data· 2021-02-11
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Code
#10X-VLM (base)
97.3
Text-to-image R@5· Extra Data· 2021-11-16
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts Code
#11ViSTA
94.2
Text-to-image R@5· Extra Data· 2022-03-31
ViSTA: Vision and Scene Text Aggregation for Cross-Modal Retrieval
#12IAIS
93.3
Text-to-image R@5· Extra Data· 2021-05-28
Learning Relation Alignment for Calibrated Cross-modal Retrieval Code
#133SHNet
91
Text-to-image R@5· 2024-04-26
3SHNet: Boosting Image-Sentence Retrieval via Visual Semantic-Spatial Self-Highlighting Code
#14DSMD
90.8
Text-to-image R@5· 2024-04-16
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning Code
#15ViLT-B/32SOTA
88.7
Text-to-image R@5· Extra Data· 2021-02-05
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Code
#16RCAR
85.8
Text-to-image R@5· 2023-03-23
Plug-and-Play Regulators for Image-Text Matching Code
#17SGRAFSOTA
83
Text-to-image R@5· 2021-01-05
Similarity Reasoning and Filtration for Image-Text Matching Code
#18GSMNSOTA
82.3
Text-to-image R@5· 2020-04-01
Graph Structured Network for Image-Text Matching Code
#19Pearl
81.3
Text-to-image R@5
No paper
#20IMRAMSOTA
79.4
Text-to-image R@5· 2020-03-08
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval Code
#21SCANSOTA
77.7
Text-to-image R@5· 2018-03-21
Stacked Cross Attention for Image-Text Matching Code
#22SCO (ResNet)SOTA
70.5
Text-to-image R@5· 2017-12-06
Learning Semantic Concepts and Order for Image and Sentence Matching
#23VSE++ (ResNet)SOTA
70.1
Text-to-image R@5· 2017-07-18
VSE++: Improving Visual-Semantic Embeddings with Hard Negatives Code
#24Dual-Path (ResNet)
69.2
Text-to-image R@5· 2017-11-15
Dual-Path Convolutional Image-Text Embeddings with Instance Loss Code
#25CMPL (ResNet)
65.7
Text-to-image R@5
No paperCode