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SotA/Computer Vision/Image Retrieval/ROxford (Hard)

Image Retrieval on ROxford (Hard)

Metric: mAP (higher is better)

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#Model↕mAP▼Extra DataPaperDate↕Code
1SuperGlobal80.2NoGlobal Features are All You Need for Image Retri...2023-08-14Code
2AMES80NoAMES: Asymmetric and Memory-Efficient Similarity...2024-08-06Code
3Hypergraph propagation+community selection73No--Code
4Token66.57NoLearning Token-based Representation for Image Re...2021-12-12Code
5DELG+ α QE reranking+ RRT reranking64NoInstance-level Image Retrieval using Reranking T...2021-03-22Code
6FIRe61.2NoLearning Super-Features for Image Retrieval2022-01-31Code
7HOW56.9NoLearning and aggregating deep local descriptors ...2020-07-26Code
8ResNet101+ArcFace GLDv2-train-clean51.6NoGoogle Landmarks Dataset v2 -- A Large-Scale Ben...2020-04-03Code
9DELF–HQE+SP50.3NoLarge-Scale Image Retrieval with Attentive Deep ...2016-12-19Code
10HesAff–rSIFT–HQE+SP 49.7NoRevisiting Oxford and Paris: Large-Scale Image R...2018-03-29Code
11DELF–ASMK*+SP43.1NoLarge-Scale Image Retrieval with Attentive Deep ...2016-12-19Code
12HesAff–rSIFT–HQE 41.3NoRevisiting Oxford and Paris: Large-Scale Image R...2018-03-29Code
13R–GeM38.5NoFine-tuning CNN Image Retrieval with No Human An...2017-11-03Code
14HesAff–rSIFT–ASMK*+SP36.7NoRevisiting Oxford and Paris: Large-Scale Image R...2018-03-29Code
15HesAff–rSIFT–ASMK*36.4NoRevisiting Oxford and Paris: Large-Scale Image R...2018-03-29Code
16HesAff–rSIFT–SMK*+SP35.8NoRevisiting Oxford and Paris: Large-Scale Image R...2018-03-29Code
17HesAff–rSIFT–SMK*35.4NoRevisiting Oxford and Paris: Large-Scale Image R...2018-03-29Code
18R–R-MAC32.4NoParticular object retrieval with integral max-po...2015-11-18Code
19Dino24.3YesEmerging Properties in Self-Supervised Vision Tr...2021-04-29Code
20R – [O] –MAC 18NoParticular object retrieval with integral max-po...2015-11-18Code
21R – [O] –CroW 13.3NoCross-dimensional Weighting for Aggregated Deep ...2015-12-13Code
22HesAff–rSIFT–VLAD13.2NoRevisiting Oxford and Paris: Large-Scale Image R...2018-03-29Code
23R – [O] –SPoC12.4NoAggregating Deep Convolutional Features for Imag...2015-10-26Code