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

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