Cross-Modal Information Retrieval on Flickr30k

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)	100	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
2	X2-VLM (base)	100	Yes	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
3	BEiT-3	100	Yes	Image as a Foreign Language: BEiT Pretraining fo...	2022-08-22	Code
4	ERNIE-ViL 2.0	100	Yes	ERNIE-ViL 2.0: Multi-view Contrastive Learning f...	2022-09-30	Code
5	Aurora (ours, r=128)	100	Yes	-	-	-
6	X-VLM (base)	100	Yes	Multi-Grained Vision Language Pre-Training: Alig...	2021-11-16	Code
7	OmniVL (14M)	99.9	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
8	ALIGN	99.8	Yes	Scaling Up Visual and Vision-Language Representa...	2021-02-11	Code
9	VSE-Gradient	99.6	Yes	Dissecting Deep Metric Learning Losses for Image...	2022-10-21	Code
10	ViSTA	98.4	Yes	ViSTA: Vision and Scene Text Aggregation for Cro...	2022-03-31	-
11	IAIS	98.4	Yes	Learning Relation Alignment for Calibrated Cross...	2021-05-28	Code
12	3SHNet	98.2	No	3SHNet: Boosting Image-Sentence Retrieval via Vi...	2024-04-26	Code
13	ViLT-B/32	96.7	Yes	ViLT: Vision-and-Language Transformer Without Co...	2021-02-05	Code
14	RCAR	96	No	Plug-and-Play Regulators for Image-Text Matching	2023-03-23	Code
15	DSMD	95.5	No	Dynamic Self-adaptive Multiscale Distillation fr...	2024-04-16	Code
16	GSMN	94.3	No	A Deep Local and Global Scene-Graph Matching for...	2021-06-04	Code
17	SGRAF	94.1	No	Similarity Reasoning and Filtration for Image-Te...	2021-01-05	Code
18	Pearl	93.4	No	-	-	-
19	IMRAM	93	No	IMRAM: Iterative Matching with Recurrent Attenti...	2020-03-08	Code
20	SCAN	90.3	No	Stacked Cross Attention for Image-Text Matching	2018-03-21	Code
21	SCO (ResNet)	82	No	Learning Semantic Concepts and Order for Image a...	2017-12-06	-
22	Dual-Path (ResNet)	81.9	No	Dual-Path Convolutional Image-Text Embeddings wi...	2017-11-15	Code
23	VSE++ (ResNet)	80.5	No	VSE++: Improving Visual-Semantic Embeddings with...	2017-07-18	Code
24	CMPL (ResNet)	76.8	No	-	-	Code

#1X2-VLM (large)
100
Image-to-text R@5· Extra Data· 2022-11-22
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks Code
#2X2-VLM (base)
100
Image-to-text R@5· Extra Data· 2022-11-22
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks Code
#3BEiT-3
100
Image-to-text R@5· Extra Data· 2022-08-22
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks Code
#4ERNIE-ViL 2.0
100
Image-to-text R@5· Extra Data· 2022-09-30
ERNIE-ViL 2.0: Multi-view Contrastive Learning for Image-Text Pre-training Code
#5Aurora (ours, r=128)
100
Image-to-text R@5· Extra Data
No paper
#6X-VLM (base)SOTA
100
Image-to-text R@5· Extra Data· 2021-11-16
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts Code
#7OmniVL (14M)
99.9
Image-to-text R@5· Extra Data· 2022-09-15
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks
#8ALIGNSOTA
99.8
Image-to-text R@5· Extra Data· 2021-02-11
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Code
#9VSE-Gradient
99.6
Image-to-text R@5· Extra Data· 2022-10-21
Dissecting Deep Metric Learning Losses for Image-Text Retrieval Code
#10ViSTA
98.4
Image-to-text R@5· Extra Data· 2022-03-31
ViSTA: Vision and Scene Text Aggregation for Cross-Modal Retrieval
#11IAIS
98.4
Image-to-text R@5· Extra Data· 2021-05-28
Learning Relation Alignment for Calibrated Cross-modal Retrieval Code
#123SHNet
98.2
Image-to-text R@5· 2024-04-26
3SHNet: Boosting Image-Sentence Retrieval via Visual Semantic-Spatial Self-Highlighting Code
#13ViLT-B/32SOTA
96.7
Image-to-text R@5· Extra Data· 2021-02-05
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Code
#14RCAR
96
Image-to-text R@5· 2023-03-23
Plug-and-Play Regulators for Image-Text Matching Code
#15DSMD
95.5
Image-to-text R@5· 2024-04-16
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning Code
#16GSMN
94.3
Image-to-text R@5· 2021-06-04
A Deep Local and Global Scene-Graph Matching for Image-Text Retrieval Code
#17SGRAFSOTA
94.1
Image-to-text R@5· 2021-01-05
Similarity Reasoning and Filtration for Image-Text Matching Code
#18Pearl
93.4
Image-to-text R@5
No paper
#19IMRAMSOTA
93
Image-to-text R@5· 2020-03-08
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval Code
#20SCANSOTA
90.3
Image-to-text R@5· 2018-03-21
Stacked Cross Attention for Image-Text Matching Code
#21SCO (ResNet)SOTA
82
Image-to-text R@5· 2017-12-06
Learning Semantic Concepts and Order for Image and Sentence Matching
#22Dual-Path (ResNet)SOTA
81.9
Image-to-text R@5· 2017-11-15
Dual-Path Convolutional Image-Text Embeddings with Instance Loss Code
#23VSE++ (ResNet)SOTA
80.5
Image-to-text R@5· 2017-07-18
VSE++: Improving Visual-Semantic Embeddings with Hard Negatives Code
#24CMPL (ResNet)
76.8
Image-to-text R@5
No paperCode