Image Retrieval on Oxford 105k
93.6mAPDeep Image Retrieval (with QE and DBA)
Evaluation results
| Method | Links | |
|---|---|---|
| Deep Image Retrieval (with QE and DBA)Dim.=2048, Category=Matching / Spatial verif. / QE, Query Expansion (QE)=true, Database Augmentation (DBA)=true2016.10 | 93.6 | |
| QEDimensions=2048, Method category=Search reranking2017.07 | 88.3 | |
| Deep Image Retrieval + QE (ResNet50)Dim.=2048, Retrieval Protocol=Matching / Spatial verif. / QE, Backbone=ResNet502016.04 | 87.8 | |
| Deep Image Retrieval + QE (VGG16)Dim.=512, Retrieval Protocol=Matching / Spatial verif. / QE, Backbone=VGG162016.04 | 87.3 | |
| SCSMDimensions=2048, Method category=Search reranking2017.07 | 87.3 | |
| IME layerDimensions=2048, Method category=Dimension reduction and manifold learning2017.07 | 87.2 | |
| IME layerDimensions=2048, Method category=Search reranking2017.07 | 87.2 | |
| DiffusionDimensions=2048, Method category=Search reranking2017.07 | 86.8 | |
| IME layerDimensions=1024, Method category=Dimension reduction and manifold learning2017.07 | 86.2 | |
| Tolias et al. (QE)Retrieval Protocol=Matching / Spatial verif. / QE2016.04 | 85.3 | |
| Tolias et al (2015)Category=Matching / Spatial verif. / QE2016.10 | 85.3 | |
| IME layerDimensions=512, Method category=Dimension reduction and manifold learning2017.07 | 85.1 | |
| Tolias & JégouRetrieval Protocol=Matching / Spatial verif. / QE2016.04 | 84 | |
| Deep Image Retrieval (Ours)Dim.=2048, Category=Global descriptors2016.10 | 82.8 | |
| Radenovic et al.Dim.=512, Retrieval Protocol=Matching / Spatial verif. / QE2016.04 | 81.8 | |
| Deep Image Retrieval (ResNet50)Dim.=2048, Retrieval Protocol=Global descriptors, Backbone=ResNet502016.04 | 81.6 | |
| R-MACDimensions=2048, Method category=Original representations2017.07 | 80.8 | |
| Deng et al.Retrieval Protocol=Matching / Spatial verif. / QE2016.04 | 80.2 | |
| Mikulik et al.Retrieval Protocol=Matching / Spatial verif. / QE2016.04 | 79.5 | |
| PCADimensions=2048, Method category=Dimension reduction and manifold learning2017.07 | 79.1 | |
| ICADimensions=2048, Method category=Dimension reduction and manifold learning2017.07 | 79.1 | |
| Deep Image Retrieval (VGG16)Dim.=512, Retrieval Protocol=Global descriptors, Backbone=VGG162016.04 | 78.6 | |
| PCADimensions=1024, Method category=Dimension reduction and manifold learning2017.07 | 78 | |
| ICADimensions=1024, Method category=Dimension reduction and manifold learning2017.07 | 78 | |
| Chum et al.Retrieval Protocol=Matching / Spatial verif. / QE2016.04 | 76.7 | |
| Danfeng et al.Retrieval Protocol=Matching / Spatial verif. / QE2016.04 | 76.7 | |
| PCADimensions=512, Method category=Dimension reduction and manifold learning2017.07 | 74.7 | |
| Radenovic et al.Dim.=512, Retrieval Protocol=Global descriptors2016.04 | 73.9 | |
| Radenovic et al (2016)Dim.=512, Category=Global descriptors2016.10 | 73.9 | |
| ICADimensions=512, Method category=Dimension reduction and manifold learning2017.07 | 73.7 | |
| Tolias et al. (R-MAC)Dim.=512, Retrieval Protocol=Matching / Spatial verif. / QE2016.04 | 73.2 | |
| Shen et al.Retrieval Protocol=Matching / Spatial verif. / QE2016.04 | 72.9 | |
| R-MACDimensions=512, Method category=Original representations2017.07 | 70.1 | |
| IsoMapDimensions=2048, Method category=Dimension reduction and manifold learning2017.07 | 68.3 | |
| Kalantidis et al.Dim.=512, Retrieval Protocol=Matching / Spatial verif. / QE2016.04 | 67.8 | |
| IsoMapDimensions=1024, Method category=Dimension reduction and manifold learning2017.07 | 65.4 | |
| IsoMapDimensions=512, Method category=Dimension reduction and manifold learning2017.07 | 64.7 | |
| Kalantidis et al.Dim.=512, Retrieval Protocol=Global descriptors2016.04 | 63.3 | |
| CroWDimensions=512, Method category=Original representations2017.07 | 63.2 | |
| Tolias et al.Dim.=512, Retrieval Protocol=Global descriptors2016.04 | 61.6 | |
| Babenko et al.Dim.=128, Retrieval Protocol=Global descriptors, Query Region=Full image2016.04 | 52.3 | |
| Jégou & ZissermanDim.=1024, Retrieval Protocol=Global descriptors2016.04 | 50.2 | |
| Babenko & LempitskyDim.=256, Retrieval Protocol=Global descriptors2016.04 | 50.1 | |
| LLEDimensions=512, Method category=Dimension reduction and manifold learning2017.07 | 47.6 | |
| LLEDimensions=1024, Method category=Dimension reduction and manifold learning2017.07 | 42.3 | |
| Jégou & ZissermanDim.=128, Retrieval Protocol=Global descriptors2016.04 | 35.3 | |
| LLEDimensions=2048, Method category=Dimension reduction and manifold learning2017.07 | 34.9 |