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Image Retrieval with Multi-Modal Query
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Flickr30k
Image Retrieval with Multi-Modal Query on Flickr30k
Metric: Image-to-text R@1 (higher is better)
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Image-to-text R@1 (best first)
Image-to-text R@1 (worst first)
Date (newest first)
Date (oldest first)
Model name (A→Z)
#
Model
↕
Image-to-text R@1
▼
Extra Data
Paper
Date
↕
Code
1
X2-VLM (large)
98.8
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
BEiT-3
98
Yes
Image as a Foreign Language: BEiT Pretraining fo...
2022-08-22
Code
4
OmniVL (14M)
97.3
Yes
OmniVL:One Foundation Model for Image-Language a...
2022-09-15
-
5
ERNIE-ViL 2.0
97.2
Yes
ERNIE-ViL 2.0: Multi-view Contrastive Learning f...
2022-09-30
Code
6
Aurora (ours, r=128)
97.2
Yes
-
-
-
7
X-VLM (base)
97.1
Yes
Multi-Grained Vision Language Pre-Training: Alig...
2021-11-16
Code
8
VSE-Gradient
97
Yes
Dissecting Deep Metric Learning Losses for Image...
2022-10-21
Code
9
InternVL-G
95.7
No
InternVL: Scaling up Vision Foundation Models an...
2023-12-21
Code
10
ALIGN
95.3
Yes
Scaling Up Visual and Vision-Language Representa...
2021-02-11
Code
11
BEiT-3
94.9
No
Image as a Foreign Language: BEiT Pretraining fo...
2022-08-22
Code
12
InternVL-C
94.7
No
InternVL: Scaling up Vision Foundation Models an...
2023-12-21
Code
13
COSMOS ViT-B/16
92.9
No
COSMOS: Cross-Modality Self-Distillation for Vis...
2024-12-02
Code
14
CoCa
92.5
No
CoCa: Contrastive Captioners are Image-Text Foun...
2022-05-04
Code
15
RO-ViT
92.1
No
Region-Aware Pretraining for Open-Vocabulary Obj...
2023-05-11
Code
16
M2-Encoder
91.2
Yes
M2-Encoder: Advancing Bilingual Image-Text Under...
2024-01-29
Code
17
ERNIE-ViL 2.0
91.2
No
ERNIE-ViL 2.0: Multi-view Contrastive Learning f...
2022-09-30
Code
18
Florence
90.9
No
Florence: A New Foundation Model for Computer Vi...
2021-11-22
Code
19
ALBEF
90.5
No
Align before Fuse: Vision and Language Represent...
2021-07-16
Code
20
COSMOS ViT-B/32
89.9
No
COSMOS: Cross-Modality Self-Distillation for Vis...
2024-12-02
Code
21
ViSTA
89.5
Yes
ViSTA: Vision and Scene Text Aggregation for Cro...
2022-03-31
-
22
Flamingo
89.3
No
Flamingo: a Visual Language Model for Few-Shot L...
2022-04-29
Code
23
VK-OOD
89
No
-
-
Code
24
ALIGN
88.6
No
Scaling Up Visual and Vision-Language Representa...
2021-02-11
Code
25
IAIS
88.3
Yes
Learning Relation Alignment for Calibrated Cross...
2021-05-28
Code
26
CLIP
88
No
Learning Transferable Visual Models From Natural...
2021-02-26
Code
27
3SHNet
87.1
No
3SHNet: Boosting Image-Sentence Retrieval via Vi...
2024-04-26
Code
28
PTP-BLIP (14M)
87.1
No
Position-guided Text Prompt for Vision-Language ...
2022-12-19
Code
29
AltCLIP
86
No
AltCLIP: Altering the Language Encoder in CLIP f...
2022-11-12
Code
30
ViLT-B/32
83.5
Yes
ViLT: Vision-and-Language Transformer Without Co...
2021-02-05
Code
31
DSMD
82.5
No
Dynamic Self-adaptive Multiscale Distillation fr...
2024-04-16
Code
32
RCAR
82.3
No
Plug-and-Play Regulators for Image-Text Matching
2023-03-23
Code
33
UNITER
80.7
No
UNITER: UNiversal Image-TExt Representation Lear...
2019-09-25
Code
34
NAPReg
79.6
No
-
-
Code
35
SGRAF
77.8
No
Similarity Reasoning and Filtration for Image-Te...
2021-01-05
Code
36
GSMN
76.4
No
A Deep Local and Global Scene-Graph Matching for...
2021-06-04
Code
37
Pearl
75.3
No
-
-
-
38
IMRAM
74.1
No
IMRAM: Iterative Matching with Recurrent Attenti...
2020-03-08
Code
39
ViLT-B/32
73.2
No
ViLT: Vision-and-Language Transformer Without Co...
2021-02-05
Code
40
ImageBERT
70.7
No
ImageBERT: Cross-modal Pre-training with Large-s...
2020-01-22
-
41
SCAN
67.4
No
Stacked Cross Attention for Image-Text Matching
2018-03-21
Code
42
Dual-Path (ResNet)
55.6
No
Dual-Path Convolutional Image-Text Embeddings wi...
2017-11-15
Code
43
SCO (ResNet)
55.5
No
Learning Semantic Concepts and Order for Image a...
2017-12-06
-
44
VSE++ (ResNet)
52.9
No
VSE++: Improving Visual-Semantic Embeddings with...
2017-07-18
Code
45
CMPL (ResNet)
49.6
No
-
-
Code
#1
X2-VLM (large)
SOTA
98.8
Image-to-text R@1
· Extra Data
· 2022-11-22
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks
Code
#2
X2-VLM (base)
98.5
Image-to-text R@1
· Extra Data
· 2022-11-22
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks
Code
#3
BEiT-3
SOTA
98
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
#4
OmniVL (14M)
97.3
Image-to-text R@1
· Extra Data
· 2022-09-15
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks
#5
ERNIE-ViL 2.0
97.2
Image-to-text R@1
· Extra Data
· 2022-09-30
ERNIE-ViL 2.0: Multi-view Contrastive Learning for Image-Text Pre-training
Code
#6
Aurora (ours, r=128)
97.2
Image-to-text R@1
· Extra Data
No paper
#7
X-VLM (base)
SOTA
97.1
Image-to-text R@1
· Extra Data
· 2021-11-16
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts
Code
#8
VSE-Gradient
97
Image-to-text R@1
· Extra Data
· 2022-10-21
Dissecting Deep Metric Learning Losses for Image-Text Retrieval
Code
#9
InternVL-G
95.7
Image-to-text R@1
· 2023-12-21
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks
Code
#10
ALIGN
SOTA
95.3
Image-to-text R@1
· Extra Data
· 2021-02-11
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision
Code
#11
BEiT-3
94.9
Image-to-text R@1
· 2022-08-22
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks
Code
#12
InternVL-C
94.7
Image-to-text R@1
· 2023-12-21
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks
Code
#13
COSMOS ViT-B/16
92.9
Image-to-text R@1
· 2024-12-02
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training
Code
#14
CoCa
92.5
Image-to-text R@1
· 2022-05-04
CoCa: Contrastive Captioners are Image-Text Foundation Models
Code
#15
RO-ViT
92.1
Image-to-text R@1
· 2023-05-11
Region-Aware Pretraining for Open-Vocabulary Object Detection with Vision Transformers
Code
#16
M2-Encoder
91.2
Image-to-text R@1
· Extra Data
· 2024-01-29
M2-Encoder: Advancing Bilingual Image-Text Understanding by Large-scale Efficient Pretraining
Code
#17
ERNIE-ViL 2.0
91.2
Image-to-text R@1
· 2022-09-30
ERNIE-ViL 2.0: Multi-view Contrastive Learning for Image-Text Pre-training
Code
#18
Florence
90.9
Image-to-text R@1
· 2021-11-22
Florence: A New Foundation Model for Computer Vision
Code
#19
ALBEF
90.5
Image-to-text R@1
· 2021-07-16
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation
Code
#20
COSMOS ViT-B/32
89.9
Image-to-text R@1
· 2024-12-02
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training
Code
#21
ViSTA
89.5
Image-to-text R@1
· Extra Data
· 2022-03-31
ViSTA: Vision and Scene Text Aggregation for Cross-Modal Retrieval
#22
Flamingo
89.3
Image-to-text R@1
· 2022-04-29
Flamingo: a Visual Language Model for Few-Shot Learning
Code
#23
VK-OOD
89
Image-to-text R@1
No paper
Code
#24
ALIGN
88.6
Image-to-text R@1
· 2021-02-11
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision
Code
#25
IAIS
88.3
Image-to-text R@1
· Extra Data
· 2021-05-28
Learning Relation Alignment for Calibrated Cross-modal Retrieval
Code
#26
CLIP
88
Image-to-text R@1
· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision
Code
#27
3SHNet
87.1
Image-to-text R@1
· 2024-04-26
3SHNet: Boosting Image-Sentence Retrieval via Visual Semantic-Spatial Self-Highlighting
Code
#28
PTP-BLIP (14M)
87.1
Image-to-text R@1
· 2022-12-19
Position-guided Text Prompt for Vision-Language Pre-training
Code
#29
AltCLIP
86
Image-to-text R@1
· 2022-11-12
AltCLIP: Altering the Language Encoder in CLIP for Extended Language Capabilities
Code
#30
ViLT-B/32
SOTA
83.5
Image-to-text R@1
· Extra Data
· 2021-02-05
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision
Code
#31
DSMD
82.5
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
#32
RCAR
82.3
Image-to-text R@1
· 2023-03-23
Plug-and-Play Regulators for Image-Text Matching
Code
#33
UNITER
SOTA
80.7
Image-to-text R@1
· 2019-09-25
UNITER: UNiversal Image-TExt Representation Learning
Code
#34
NAPReg
79.6
Image-to-text R@1
No paper
Code
#35
SGRAF
77.8
Image-to-text R@1
· 2021-01-05
Similarity Reasoning and Filtration for Image-Text Matching
Code
#36
GSMN
76.4
Image-to-text R@1
· 2021-06-04
A Deep Local and Global Scene-Graph Matching for Image-Text Retrieval
Code
#37
Pearl
75.3
Image-to-text R@1
No paper
#38
IMRAM
74.1
Image-to-text R@1
· 2020-03-08
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval
Code
#39
ViLT-B/32
73.2
Image-to-text R@1
· 2021-02-05
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision
Code
#40
ImageBERT
70.7
Image-to-text R@1
· 2020-01-22
ImageBERT: Cross-modal Pre-training with Large-scale Weak-supervised Image-Text Data
#41
SCAN
SOTA
67.4
Image-to-text R@1
· 2018-03-21
Stacked Cross Attention for Image-Text Matching
Code
#42
Dual-Path (ResNet)
SOTA
55.6
Image-to-text R@1
· 2017-11-15
Dual-Path Convolutional Image-Text Embeddings with Instance Loss
Code
#43
SCO (ResNet)
55.5
Image-to-text R@1
· 2017-12-06
Learning Semantic Concepts and Order for Image and Sentence Matching
#44
VSE++ (ResNet)
SOTA
52.9
Image-to-text R@1
· 2017-07-18
VSE++: Improving Visual-Semantic Embeddings with Hard Negatives
Code
#45
CMPL (ResNet)
49.6
Image-to-text R@1
No paper
Code