Image Retrieval on RParis (Medium)

Metric: mAP (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

Sort:

#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	AMES	94.9	No	AMES: Asymmetric and Memory-Efficient Similarity...	2024-08-06	Code
2	Hypergraph propagation	92.6	No	-	-	Code
3	Token	89.34	No	Learning Token-based Representation for Image Re...	2021-12-12	Code
4	DELG+ α QE reranking + RRT reranking	88.5	No	Instance-level Image Retrieval using Reranking T...	2021-03-22	Code
5	FIRe	85.3	No	Learning Super-Features for Image Retrieval	2022-01-31	Code
6	ResNet101+ArcFace GLDv2-train-clean	84.9	No	Google Landmarks Dataset v2 -- A Large-Scale Ben...	2020-04-03	Code
7	DELF–HQE+SP	84	No	Large-Scale Image Retrieval with Attentive Deep ...	2016-12-19	Code
8	HOW	81.6	No	Learning and aggregating deep local descriptors ...	2020-07-26	Code
9	R–R-MAC	78.9	No	Particular object retrieval with integral max-po...	2015-11-18	Code
10	R–GeM	77.2	No	Fine-tuning CNN Image Retrieval with No Human An...	2017-11-03	Code
11	DELF–ASMK*+SP	76.9	No	Large-Scale Image Retrieval with Attentive Deep ...	2016-12-19	Code
12	HED-N-GAN	76.6	No	Dark Side Augmentation: Generating Diverse Night...	2023-09-28	Code
13	Dino	75.3	Yes	Emerging Properties in Self-Supervised Vision Tr...	2021-04-29	Code
14	R – [O] –CroW	70.4	No	Cross-dimensional Weighting for Aggregated Deep ...	2015-12-13	Code
15	HesAff–rSIFT–HQE+SP	70.2	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
16	R – [O] –SPoC	69.2	No	Aggregating Deep Convolutional Features for Imag...	2015-10-26	Code
17	HesAff–rSIFT–HQE	68.9	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
18	R – [O] –MAC	66.2	No	Particular object retrieval with integral max-po...	2015-11-18	Code
19	HesAff–rSIFT–ASMK*+SP	61.4	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
20	HesAff–rSIFT–ASMK*	61.2	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
21	HesAff–rSIFT–SMK*+SP	59.2	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
22	HesAff–rSIFT–SMK*	59	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code
23	HesAff–rSIFT–VLAD	43.6	No	Revisiting Oxford and Paris: Large-Scale Image R...	2018-03-29	Code

#1AMESSOTA
94.9
mAP· 2024-08-06
AMES: Asymmetric and Memory-Efficient Similarity Estimation for Instance-level Retrieval Code
#2Hypergraph propagation
92.6
mAP
No paperCode
#3TokenSOTA
89.34
mAP· 2021-12-12
Learning Token-based Representation for Image Retrieval Code
#4DELG+ α QE reranking + RRT rerankingSOTA
88.5
mAP· 2021-03-22
Instance-level Image Retrieval using Reranking Transformers Code
#5FIRe
85.3
mAP· 2022-01-31
Learning Super-Features for Image Retrieval Code
#6ResNet101+ArcFace GLDv2-train-cleanSOTA
84.9
mAP· 2020-04-03
Google Landmarks Dataset v2 -- A Large-Scale Benchmark for Instance-Level Recognition and Retrieval Code
#7DELF–HQE+SPSOTA
84
mAP· 2016-12-19
Large-Scale Image Retrieval with Attentive Deep Local Features Code
#8HOW
81.6
mAP· 2020-07-26
Learning and aggregating deep local descriptors for instance-level recognition Code
#9R–R-MACSOTA
78.9
mAP· 2015-11-18
Particular object retrieval with integral max-pooling of CNN activations Code
#10R–GeM
77.2
mAP· 2017-11-03
Fine-tuning CNN Image Retrieval with No Human Annotation Code
#11DELF–ASMK*+SP
76.9
mAP· 2016-12-19
Large-Scale Image Retrieval with Attentive Deep Local Features Code
#12HED-N-GAN
76.6
mAP· 2023-09-28
Dark Side Augmentation: Generating Diverse Night Examples for Metric Learning Code
#13Dino
75.3
mAP· Extra Data· 2021-04-29
Emerging Properties in Self-Supervised Vision Transformers Code
#14R – [O] –CroW
70.4
mAP· 2015-12-13
Cross-dimensional Weighting for Aggregated Deep Convolutional Features Code
#15HesAff–rSIFT–HQE+SP
70.2
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#16R – [O] –SPoC SOTA
69.2
mAP· 2015-10-26
Aggregating Deep Convolutional Features for Image Retrieval Code
#17HesAff–rSIFT–HQE
68.9
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#18R – [O] –MAC
66.2
mAP· 2015-11-18
Particular object retrieval with integral max-pooling of CNN activations Code
#19HesAff–rSIFT–ASMK*+SP
61.4
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#20HesAff–rSIFT–ASMK*
61.2
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#21HesAff–rSIFT–SMK*+SP
59.2
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#22HesAff–rSIFT–SMK*
59
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code
#23HesAff–rSIFT–VLAD
43.6
mAP· 2018-03-29
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Code