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ROxford (Medium)
Image Retrieval on ROxford (Medium)
Metric: mAP (higher is better)
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#
Model
↕
mAP
▼
Extra Data
Paper
Date
↕
Code
1
AMES
90.7
No
AMES: Asymmetric and Memory-Efficient Similarity...
2024-08-06
Code
2
Hypergraph propagation+Community selection
88.4
No
-
-
Code
3
Token
82.28
No
Learning Token-based Representation for Image Re...
2021-12-12
Code
4
FIRe
81.8
No
Learning Super-Features for Image Retrieval
2022-01-31
Code
5
DELG+ α QE reranking + RRT reranking
80.4
No
Instance-level Image Retrieval using Reranking T...
2021-03-22
Code
6
HOW
79.4
No
Learning and aggregating deep local descriptors ...
2020-07-26
Code
7
ResNet101+ArcFace GLDv2-train-clean
74.2
No
Google Landmarks Dataset v2 -- A Large-Scale Ben...
2020-04-03
Code
8
DELF–HQE+SP
73.4
No
Large-Scale Image Retrieval with Attentive Deep ...
2016-12-19
Code
9
HesAff–rSIFT–HQE+SP
71.3
No
Revisiting Oxford and Paris: Large-Scale Image R...
2018-03-29
Code
10
DELF–ASMK*+SP
67.8
No
Large-Scale Image Retrieval with Attentive Deep ...
2016-12-19
Code
11
HesAff–rSIFT–HQE
66.3
No
Revisiting Oxford and Paris: Large-Scale Image R...
2018-03-29
Code
12
HED-N-GAN
66.3
No
Dark Side Augmentation: Generating Diverse Night...
2023-09-28
Code
13
R–GeM
64.7
No
Fine-tuning CNN Image Retrieval with No Human An...
2017-11-03
Code
14
R–R-MAC
60.9
No
End-to-end Learning of Deep Visual Representatio...
2016-10-25
Code
15
HesAff–rSIFT–ASMK*+SP
60.6
No
Revisiting Oxford and Paris: Large-Scale Image R...
2018-03-29
Code
16
HesAff–rSIFT–ASMK*
60.4
No
Revisiting Oxford and Paris: Large-Scale Image R...
2018-03-29
Code
17
HesAff–rSIFT–SMK*+SP
59.8
No
Revisiting Oxford and Paris: Large-Scale Image R...
2018-03-29
Code
18
HesAff–rSIFT–SMK*
59.4
No
Revisiting Oxford and Paris: Large-Scale Image R...
2018-03-29
Code
19
Dino
51.5
Yes
Emerging Properties in Self-Supervised Vision Tr...
2021-04-29
Code
20
R – [O] –CroW
42.4
No
Cross-dimensional Weighting for Aggregated Deep ...
2015-12-13
Code
21
R – [O] –MAC
41.7
No
Particular object retrieval with integral max-po...
2015-11-18
Code
22
R – [O] –SPoC
39.8
No
Aggregating Deep Convolutional Features for Imag...
2015-10-26
Code
23
HesAff–rSIFT–VLAD
33.9
No
Revisiting Oxford and Paris: Large-Scale Image R...
2018-03-29
Code
#1
AMES
SOTA
90.7
mAP
· 2024-08-06
AMES: Asymmetric and Memory-Efficient Similarity Estimation for Instance-level Retrieval
Code
#2
Hypergraph propagation+Community selection
88.4
mAP
No paper
Code
#3
Token
SOTA
82.28
mAP
· 2021-12-12
Learning Token-based Representation for Image Retrieval
Code
#4
FIRe
81.8
mAP
· 2022-01-31
Learning Super-Features for Image Retrieval
Code
#5
DELG+ α QE reranking + RRT reranking
SOTA
80.4
mAP
· 2021-03-22
Instance-level Image Retrieval using Reranking Transformers
Code
#6
HOW
SOTA
79.4
mAP
· 2020-07-26
Learning and aggregating deep local descriptors for instance-level recognition
Code
#7
ResNet101+ArcFace GLDv2-train-clean
SOTA
74.2
mAP
· 2020-04-03
Google Landmarks Dataset v2 -- A Large-Scale Benchmark for Instance-Level Recognition and Retrieval
Code
#8
DELF–HQE+SP
SOTA
73.4
mAP
· 2016-12-19
Large-Scale Image Retrieval with Attentive Deep Local Features
Code
#9
HesAff–rSIFT–HQE+SP
71.3
mAP
· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking
Code
#10
DELF–ASMK*+SP
67.8
mAP
· 2016-12-19
Large-Scale Image Retrieval with Attentive Deep Local Features
Code
#11
HesAff–rSIFT–HQE
66.3
mAP
· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking
Code
#12
HED-N-GAN
66.3
mAP
· 2023-09-28
Dark Side Augmentation: Generating Diverse Night Examples for Metric Learning
Code
#13
R–GeM
64.7
mAP
· 2017-11-03
Fine-tuning CNN Image Retrieval with No Human Annotation
Code
#14
R–R-MAC
SOTA
60.9
mAP
· 2016-10-25
End-to-end Learning of Deep Visual Representations for Image Retrieval
Code
#15
HesAff–rSIFT–ASMK*+SP
60.6
mAP
· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking
Code
#16
HesAff–rSIFT–ASMK*
60.4
mAP
· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking
Code
#17
HesAff–rSIFT–SMK*+SP
59.8
mAP
· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking
Code
#18
HesAff–rSIFT–SMK*
59.4
mAP
· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking
Code
#19
Dino
51.5
mAP
· Extra Data
· 2021-04-29
Emerging Properties in Self-Supervised Vision Transformers
Code
#20
R – [O] –CroW
SOTA
42.4
mAP
· 2015-12-13
Cross-dimensional Weighting for Aggregated Deep Convolutional Features
Code
#21
R – [O] –MAC
SOTA
41.7
mAP
· 2015-11-18
Particular object retrieval with integral max-pooling of CNN activations
Code
#22
R – [O] –SPoC
SOTA
39.8
mAP
· 2015-10-26
Aggregating Deep Convolutional Features for Image Retrieval
Code
#23
HesAff–rSIFT–VLAD
33.9
mAP
· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking
Code