Image Retrieval on RParis (Hard)

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	AMES	89.7	No	AMES: Asymmetric and Memory-Efficient Similarity...	2024-08-06	Code
2	SuperGlobal	86.7	No	Global Features are All You Need for Image Retri...	2023-08-14	Code
3	Hypergraph propagation	83.3	No	-	-	Code
4	Token	78.56	No	Learning Token-based Representation for Image Re...	2021-12-12	Code
5	DELG+ α QE reranking + RRT reranking	77.7	No	Instance-level Image Retrieval using Reranking T...	2021-03-22	Code
6	ResNet101+ArcFace GLDv2-train-clean	70.3	No	Google Landmarks Dataset v2 -- A Large-Scale Ben...	2020-04-03	Code
7	FIRe	70	No	Learning Super-Features for Image Retrieval	2022-01-31	Code
8	DELF–HQE+SP	69.3	No	Large-Scale Image Retrieval with Attentive Deep ...	2016-12-19	Code
9	HOW	62.4	No	Learning and aggregating deep local descriptors ...	2020-07-26	Code
10	R–R-MAC	59.4	No	Particular object retrieval with integral max-po...	2015-11-18	Code
11	R–GeM	56.3	No	Fine-tuning CNN Image Retrieval with No Human An...	2017-11-03	Code
12	DELF–ASMK*+SP	55.4	No	Large-Scale Image Retrieval with Attentive Deep ...	2016-12-19	Code
13	Dino	51.6	Yes	Emerging Properties in Self-Supervised Vision Tr...	2021-04-29	Code
14	R – [O] –CroW	47.2	No	Cross-dimensional Weighting for Aggregated Deep ...	2015-12-13	Code
15	HesAff–rSIFT–HQE+SP	45.1	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
16	R – [O] –SPoC	44.7	No	-	-	-
17	HesAff–rSIFT–HQE	44.7	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
18	R – [O] –MAC	44.1	No	Particular object retrieval with integral max-po...	2015-11-18	Code
19	HesAff–rSIFT–ASMK*+SP	35	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
20	HesAff–rSIFT–ASMK*	34.5	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
21	HesAff–rSIFT–SMK*+SP	31.3	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
22	HesAff–rSIFT–SMK*	31.2	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
23	HesAff–rSIFT–VLAD	17.5	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code

#1AMESSOTA
89.7
mAP· 2024-08-06
AMES: Asymmetric and Memory-Efficient Similarity Estimation for Instance-level Retrieval Code
#2SuperGlobalSOTA
86.7
mAP· 2023-08-14
Global Features are All You Need for Image Retrieval and Reranking Code
#3Hypergraph propagation
83.3
mAP
No paperCode
#4TokenSOTA
78.56
mAP· 2021-12-12
Learning Token-based Representation for Image Retrieval Code
#5DELG+ α QE reranking + RRT rerankingSOTA
77.7
mAP· 2021-03-22
Instance-level Image Retrieval using Reranking Transformers Code
#6ResNet101+ArcFace GLDv2-train-cleanSOTA
70.3
mAP· 2020-04-03
Google Landmarks Dataset v2 -- A Large-Scale Benchmark for Instance-Level Recognition and Retrieval Code
#7FIRe
70
mAP· 2022-01-31
Learning Super-Features for Image Retrieval Code
#8DELF–HQE+SPSOTA
69.3
mAP· 2016-12-19
Large-Scale Image Retrieval with Attentive Deep Local Features Code
#9HOW
62.4
mAP· 2020-07-26
Learning and aggregating deep local descriptors for instance-level recognition Code
#10R–R-MACSOTA
59.4
mAP· 2015-11-18
Particular object retrieval with integral max-pooling of CNN activations Code
#11R–GeM
56.3
mAP· 2017-11-03
Fine-tuning CNN Image Retrieval with No Human Annotation Code
#12DELF–ASMK*+SP
55.4
mAP· 2016-12-19
Large-Scale Image Retrieval with Attentive Deep Local Features Code
#13Dino
51.6
mAP· Extra Data· 2021-04-29
Emerging Properties in Self-Supervised Vision Transformers Code
#14R – [O] –CroW
47.2
mAP· 2015-12-13
Cross-dimensional Weighting for Aggregated Deep Convolutional Features Code
#15HesAff–rSIFT–HQE+SP
45.1
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#16R – [O] –SPoC
44.7
mAP
No paper
#17HesAff–rSIFT–HQE
44.7
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#18R – [O] –MAC
44.1
mAP· 2015-11-18
Particular object retrieval with integral max-pooling of CNN activations Code
#19HesAff–rSIFT–ASMK*+SP
35
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#20HesAff–rSIFT–ASMK*
34.5
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#21HesAff–rSIFT–SMK*+SP
31.3
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#22HesAff–rSIFT–SMK*
31.2
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#23HesAff–rSIFT–VLAD
17.5
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code