Image Retrieval on ROxford (Hard)

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	SuperGlobal	80.2	No	Global Features are All You Need for Image Retri...	2023-08-14	Code
2	AMES	80	No	AMES: Asymmetric and Memory-Efficient Similarity...	2024-08-06	Code
3	Hypergraph propagation+community selection	73	No	-	-	Code
4	Token	66.57	No	Learning Token-based Representation for Image Re...	2021-12-12	Code
5	DELG+ α QE reranking+ RRT reranking	64	No	Instance-level Image Retrieval using Reranking T...	2021-03-22	Code
6	FIRe	61.2	No	Learning Super-Features for Image Retrieval	2022-01-31	Code
7	HOW	56.9	No	Learning and aggregating deep local descriptors ...	2020-07-26	Code
8	ResNet101+ArcFace GLDv2-train-clean	51.6	No	Google Landmarks Dataset v2 -- A Large-Scale Ben...	2020-04-03	Code
9	DELF–HQE+SP	50.3	No	Large-Scale Image Retrieval with Attentive Deep ...	2016-12-19	Code
10	HesAff–rSIFT–HQE+SP	49.7	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
11	DELF–ASMK*+SP	43.1	No	Large-Scale Image Retrieval with Attentive Deep ...	2016-12-19	Code
12	HesAff–rSIFT–HQE	41.3	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
13	R–GeM	38.5	No	Fine-tuning CNN Image Retrieval with No Human An...	2017-11-03	Code
14	HesAff–rSIFT–ASMK*+SP	36.7	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
15	HesAff–rSIFT–ASMK*	36.4	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
16	HesAff–rSIFT–SMK*+SP	35.8	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
17	HesAff–rSIFT–SMK*	35.4	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
18	R–R-MAC	32.4	No	Particular object retrieval with integral max-po...	2015-11-18	Code
19	Dino	24.3	Yes	Emerging Properties in Self-Supervised Vision Tr...	2021-04-29	Code
20	R – [O] –MAC	18	No	Particular object retrieval with integral max-po...	2015-11-18	Code
21	R – [O] –CroW	13.3	No	Cross-dimensional Weighting for Aggregated Deep ...	2015-12-13	Code
22	HesAff–rSIFT–VLAD	13.2	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
23	R – [O] –SPoC	12.4	No	Aggregating Deep Convolutional Features for Imag...	2015-10-26	Code

#1SuperGlobalSOTA
80.2
mAP· 2023-08-14
Global Features are All You Need for Image Retrieval and Reranking Code
#2AMES
80
mAP· 2024-08-06
AMES: Asymmetric and Memory-Efficient Similarity Estimation for Instance-level Retrieval Code
#3Hypergraph propagation+community selection
73
mAP
No paperCode
#4TokenSOTA
66.57
mAP· 2021-12-12
Learning Token-based Representation for Image Retrieval Code
#5DELG+ α QE reranking+ RRT rerankingSOTA
64
mAP· 2021-03-22
Instance-level Image Retrieval using Reranking Transformers Code
#6FIRe
61.2
mAP· 2022-01-31
Learning Super-Features for Image Retrieval Code
#7HOWSOTA
56.9
mAP· 2020-07-26
Learning and aggregating deep local descriptors for instance-level recognition Code
#8ResNet101+ArcFace GLDv2-train-cleanSOTA
51.6
mAP· 2020-04-03
Google Landmarks Dataset v2 -- A Large-Scale Benchmark for Instance-Level Recognition and Retrieval Code
#9DELF–HQE+SPSOTA
50.3
mAP· 2016-12-19
Large-Scale Image Retrieval with Attentive Deep Local Features Code
#10HesAff–rSIFT–HQE+SP
49.7
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#11DELF–ASMK*+SP
43.1
mAP· 2016-12-19
Large-Scale Image Retrieval with Attentive Deep Local Features Code
#12HesAff–rSIFT–HQE
41.3
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#13R–GeM
38.5
mAP· 2017-11-03
Fine-tuning CNN Image Retrieval with No Human Annotation Code
#14HesAff–rSIFT–ASMK*+SP
36.7
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#15HesAff–rSIFT–ASMK*
36.4
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#16HesAff–rSIFT–SMK*+SP
35.8
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#17HesAff–rSIFT–SMK*
35.4
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#18R–R-MACSOTA
32.4
mAP· 2015-11-18
Particular object retrieval with integral max-pooling of CNN activations Code
#19Dino
24.3
mAP· Extra Data· 2021-04-29
Emerging Properties in Self-Supervised Vision Transformers Code
#20R – [O] –MAC
18
mAP· 2015-11-18
Particular object retrieval with integral max-pooling of CNN activations Code
#21R – [O] –CroW
13.3
mAP· 2015-12-13
Cross-dimensional Weighting for Aggregated Deep Convolutional Features Code
#22HesAff–rSIFT–VLAD
13.2
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#23R – [O] –SPoCSOTA
12.4
mAP· 2015-10-26
Aggregating Deep Convolutional Features for Image Retrieval Code