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

Image Retrieval on ROxford (Medium)

Metric: mAP (higher is better)

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#Model↕mAP▼Extra DataPaperDate↕Code
1AMES90.7NoAMES: Asymmetric and Memory-Efficient Similarity...2024-08-06Code
2Hypergraph propagation+Community selection88.4No--Code
3Token82.28NoLearning Token-based Representation for Image Re...2021-12-12Code
4FIRe81.8NoLearning Super-Features for Image Retrieval2022-01-31Code
5DELG+ α QE reranking + RRT reranking80.4NoInstance-level Image Retrieval using Reranking T...2021-03-22Code
6HOW79.4NoLearning and aggregating deep local descriptors ...2020-07-26Code
7ResNet101+ArcFace GLDv2-train-clean74.2NoGoogle Landmarks Dataset v2 -- A Large-Scale Ben...2020-04-03Code
8DELF–HQE+SP73.4NoLarge-Scale Image Retrieval with Attentive Deep ...2016-12-19Code
9HesAff–rSIFT–HQE+SP71.3NoRevisiting Oxford and Paris: Large-Scale Image R...2018-03-29Code
10DELF–ASMK*+SP67.8NoLarge-Scale Image Retrieval with Attentive Deep ...2016-12-19Code
11HesAff–rSIFT–HQE66.3NoRevisiting Oxford and Paris: Large-Scale Image R...2018-03-29Code
12HED-N-GAN66.3NoDark Side Augmentation: Generating Diverse Night...2023-09-28Code
13R–GeM64.7NoFine-tuning CNN Image Retrieval with No Human An...2017-11-03Code
14R–R-MAC60.9NoEnd-to-end Learning of Deep Visual Representatio...2016-10-25Code
15HesAff–rSIFT–ASMK*+SP60.6NoRevisiting Oxford and Paris: Large-Scale Image R...2018-03-29Code
16HesAff–rSIFT–ASMK*60.4NoRevisiting Oxford and Paris: Large-Scale Image R...2018-03-29Code
17HesAff–rSIFT–SMK*+SP59.8NoRevisiting Oxford and Paris: Large-Scale Image R...2018-03-29Code
18HesAff–rSIFT–SMK*59.4NoRevisiting Oxford and Paris: Large-Scale Image R...2018-03-29Code
19Dino51.5YesEmerging Properties in Self-Supervised Vision Tr...2021-04-29Code
20R – [O] –CroW 42.4NoCross-dimensional Weighting for Aggregated Deep ...2015-12-13Code
21R – [O] –MAC 41.7NoParticular object retrieval with integral max-po...2015-11-18Code
22R – [O] –SPoC39.8NoAggregating Deep Convolutional Features for Imag...2015-10-26Code
23HesAff–rSIFT–VLAD 33.9NoRevisiting Oxford and Paris: Large-Scale Image R...2018-03-29Code