Image Retrieval on R-Paris Hard
80mAPResNet101-R-MAC+DFS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ResNet101-R-MAC+DFSBackbone=ResNet-101, Pooling=R-MAC, Re-ranking=DFS (Global Diffusion)2017.11 | 80 | 94.1 | |
| ResNet101-GeM+DFSBackbone=ResNet-101, Pooling=GeM, Re-ranking=DFS (Global Diffusion)2017.11 | 78.5 | 94.6 | |
| ResNet50-DELF–HQE+SVBackbone=ResNet-50, Local Feature=DELF, Query Expansion=HQE, Spatial Verification=true2017.11 | 69.3 | 93.7 | |
| ResNet101-GeM+αQEBackbone=ResNet-101, Pooling=GeM, Query Expansion=αQE2017.11 | 61.8 | 90.6 | |
| RN101+R-MACPretrain=Supervised, Pretrain Dataset=ImNet2021.04 | 52.1 | — | |
| DINOArch.=ViT-S/16, Pretrain Dataset=GLDv22021.04 | 51.6 | — | |
| HesAffNet-HardNet++-HQEDetector=HesAffNet (Hessian + AffNet), Descriptor=HardNet++, Query Expansion=HQE2017.11 | 48.9 | 85.9 | |
| HesAffNet-HardNet++-HQE+SVDetector=HesAffNet (Hessian + AffNet), Descriptor=HardNet++, Query Expansion=HQE, Spatial Verification=true2017.11 | 48.9 | 89.1 | |
| HesAff-RootSIFT–HQE+SVDetector=Hessian-Affine, Descriptor=RootSIFT, Query Expansion=HQE, Spatial Verification=true2017.11 | 45.1 | 83.9 | |
| HesAff-RootSIFT-HQEDetector=Hessian-Affine, Descriptor=RootSIFT, Query Expansion=HQE2017.11 | 44.7 | 79.9 | |
| ViT-S/16Pretrain=Supervised, Pretrain Dataset=ImNet2021.04 | 37.2 | — | |
| DINOArch.=ViT-S/16, Pretrain Dataset=ImNet2021.04 | 34.4 | — | |
| DINOArch.=ResNet-50, Pretrain Dataset=ImNet2021.04 | 27.5 | — |