Image Retrieval on Paris6k
96.6mAPIME layer
Evaluation Results
| Method | Links | |
|---|---|---|
| IME layerDimensions=2048, Method category=Dimension reduction and manifold learning2017.07 | 96.6 | |
| IME layerDimensions=2048, Method category=Search reranking2017.07 | 96.6 | |
| IME layerDimensions=1024, Method category=Dimension reduction and manifold learning2017.07 | 96.5 | |
| DiffusionDimensions=2048, Method category=Search reranking2017.07 | 96.5 | |
| IME layerDimensions=512, Method category=Dimension reduction and manifold learning2017.07 | 96.3 | |
| CiDeR-FTTraining Set=RGLDv2-clean, Fine-tuned=true2024.04 | 96.1 | |
| SCSMDimensions=2048, Method category=Search reranking2017.07 | 95.4 | |
| QEDimensions=2048, Method category=Search reranking2017.07 | 95.3 | |
| CiDeR-FTTraining Set=SfM-120k, Fine-tuned=true2024.04 | 95.1 | |
| CiDeRTraining Set=RGLDv2-clean, Fine-tuned=false2024.04 | 94.6 | |
| SOLARTraining Set=RGLDv2-clean, Fine-tuned=true2024.04 | 94.4 | |
| GLAMTraining Set=RGLDv2-clean, Fine-tuned=false2024.04 | 94.1 | |
| Yokoo et al.Training Set=RGLDv2-clean, Fine-tuned=false2024.04 | 93.9 | |
| DOLGTraining Set=RGLDv2-clean, Fine-tuned=false2024.04 | 93.9 | |
| R-MACDimensions=2048, Method category=Original representations2017.07 | 93.8 | |
| Filip et al.Training Set=SfM-120k, Fine-tuned=true2024.04 | 92.7 | |
| ICADimensions=1024, Method category=Dimension reduction and manifold learning2017.07 | 92.1 | |
| IsoMapDimensions=1024, Method category=Dimension reduction and manifold learning2017.07 | 92.1 | |
| CiDeRTraining Set=SfM-120k, Fine-tuned=false2024.04 | 92 | |
| IsoMapDimensions=512, Method category=Dimension reduction and manifold learning2017.07 | 91.8 | |
| IsoMapDimensions=2048, Method category=Dimension reduction and manifold learning2017.07 | 91.8 | |
| PCADimensions=1024, Method category=Dimension reduction and manifold learning2017.07 | 91.7 | |
| PCADimensions=2048, Method category=Dimension reduction and manifold learning2017.07 | 91.5 | |
| ICADimensions=2048, Method category=Dimension reduction and manifold learning2017.07 | 91.5 | |
| GLAMTraining Set=SfM-120k, Fine-tuned=false2024.04 | 91.1 | |
| PCADimensions=512, Method category=Dimension reduction and manifold learning2017.07 | 91 | |
| ICADimensions=512, Method category=Dimension reduction and manifold learning2017.07 | 90.8 | |
| TokenTraining Set=RGLDv2-clean, Fine-tuned=false2024.04 | 89.6 | |
| DIRTraining Set=SfM-120k, Fine-tuned=false2024.04 | 86.3 | |
| SOLARTraining Set=SfM-120k, Fine-tuned=true2024.04 | 86.3 | |
| HesAffNet-HardNet++-HQEVocabulary Size=65k, Assignment=Multiple Assignments (MA), Spatial Verification=true, Query Expansion=true2017.11 | 85.9 | |
| HesAff-HardNet++-HQEVocabulary Size=65k, Assignment=Multiple Assignments (MA), Spatial Verification=true, Query Expansion=true2017.11 | 84.9 | |
| HesAffNet-HardNet++-HQEVocabulary Size=65k, Assignment=Single Assignment (SA), Spatial Verification=true, Query Expansion=true2017.11 | 84.2 | |
| R-MACDimensions=512, Method category=Original representations2017.07 | 84.1 | |
| HesAff-RootSIFT-HQEVocabulary Size=65k, Assignment=Multiple Assignments (MA), Spatial Verification=true, Query Expansion=true2017.11 | 82.8 | |
| HesAff-HardNet++-HQEVocabulary Size=65k, Assignment=Single Assignment (SA), Spatial Verification=true, Query Expansion=true2017.11 | 82.8 | |
| GeMTraining Set=SfM-120k, Fine-tuned=false2024.04 | 82.6 | |
| HesAff-SIFT-BoW-fVocabVocabulary Size=16M, Assignment=Multiple Assignments (MA), Spatial Verification=true, Query Expansion=true2017.11 | 82.4 | |
| HesAff-RootSIFT-HQEVocabulary Size=65k, Assignment=Single Assignment (SA), Spatial Verification=true, Query Expansion=true2017.11 | 81.3 | |
| CroWDimensions=512, Method category=Original representations2017.07 | 79.8 | |
| DOLGTraining Set=SfM-120k, Fine-tuned=false2024.04 | 74.5 | |
| HesAff-SIFT-BoW-fVocabVocabulary Size=16M, Assignment=Single Assignment (SA), Spatial Verification=true, Query Expansion=true2017.11 | 73.6 | |
| LLEDimensions=512, Method category=Dimension reduction and manifold learning2017.07 | 50.7 | |
| LLEDimensions=1024, Method category=Dimension reduction and manifold learning2017.07 | 45 | |
| LLEDimensions=2048, Method category=Dimension reduction and manifold learning2017.07 | 40.5 |