Drone-based Geo-localization on University-1652 (test)
0.9688mAPOrientation-Guided Contrastive Learning
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Orientation-Guided Contrastive LearningBackbone=DINOv22023.08 | 0.9688 | 0.9613 | — | — | |
| CDM-NetSetting=i, GT Ratio (%)=1002025.03 | 0.9604 | 0.9513 | — | — | |
| QDFLSetting=i, GT Ratio (%)=1002025.03 | 0.9583 | 0.95 | — | — | |
| CDIKTNetSetting=i, GT Ratio (%)=1002025.03 | 0.9579 | 0.9502 | — | — | |
| Orientation-Guided Contrastive LearningBackbone=ConvNext2023.08 | 0.9563 | 0.9472 | — | — | |
| DACSetting=i, GT Ratio (%)=1002025.03 | 0.955 | 0.9467 | — | — | |
| CAMPSetting=i, GT Ratio (%)=1002025.03 | 0.9538 | 0.9446 | — | — | |
| Orientation-Guided Contrastive LearningBackbone=DINOv22023.08 | 0.9525 | 0.9671 | — | — | |
| ViTb14-mixBackbone=ViT-B/142024.11 | 0.9501 | 0.9743 | — | — | |
| ViTs14-mixBackbone=ViT-S/142024.11 | 0.9478 | 0.9376 | — | — | |
| Sample4Geo2023.08 | 0.9381 | 0.9265 | — | — | |
| Sample4Geo2024.11 | 0.9381 | 0.9265 | — | — | |
| Sample4GeoSetting=i, GT Ratio (%)=1002025.03 | 0.9381 | 0.9265 | — | — | |
| Orientation-Guided Contrastive LearningBackbone=ConvNext2023.08 | 0.9347 | 0.9557 | — | — | |
| ViTs14-mixBackbone=ViT-S/142024.11 | 0.9294 | 0.9615 | — | — | |
| ViTb14-mixBackbone=ViT-B/142024.11 | 0.9257 | 0.9601 | — | — | |
| Sample4Geo2023.08 | 0.9139 | 0.9514 | — | — | |
| Sample4Geo2024.11 | 0.9139 | 0.9514 | — | — | |
| MCCGSetting=i, GT Ratio (%)=1002025.03 | 0.9107 | 0.894 | — | — | |
| MBF2023.08 | 0.9061 | 0.8905 | — | — | |
| MBF2024.11 | 0.9061 | 0.8905 | — | — | |
| CDIKTNetSetting=ii, GT Ratio (%)=102025.03 | 0.8984 | 0.8802 | — | — | |
| DWDR2023.08 | 0.8841 | 0.8641 | — | — | |
| IFSsSetting=i, GT Ratio (%)=1002025.03 | 0.8808 | 0.8606 | — | — | |
| CDIKTNetSetting=ii, GT Ratio (%)=22025.03 | 0.8775 | 0.8563 | — | — | |
| TransFGSetting=i, GT Ratio (%)=1002025.03 | 0.8631 | 0.8401 | — | — | |
| DWDR2023.08 | 0.8602 | 0.913 | — | — | |
| CDIKTNetSetting=iii, GT Ratio (%)=2/02025.03 | 0.8573 | 0.833 | — | — | |
| MBF2023.08 | 0.8445 | 0.9215 | — | — | |
| MBF2024.11 | 0.8445 | 0.9215 | — | — | |
| SAIG-D2024.11 | 0.8162 | 0.7885 | — | — | |
| LPN2023.08 | 0.7914 | 0.7593 | — | — | |
| LPN2024.11 | 0.7914 | 0.7593 | — | — | |
| SAIG-D2024.11 | 0.7848 | 0.8645 | — | — | |
| MuSe-NetSetting=i, GT Ratio (%)=1002025.03 | 0.7783 | 0.7448 | — | — | |
| EM-CVGLSetting=UM, GT Ratio (%)=02025.03 | 0.7493 | 0.7029 | — | — | |
| LPN2023.08 | 0.7479 | 0.8645 | — | — | |
| LPN2024.11 | 0.7479 | 0.8645 | — | — | |
| SCA2020.12 | 0.7411 | 0.7052 | 0.8622 | 0.9034 | |
| GNN-based re-ranking2020.12 | 0.7411 | 0.703 | 0.8753 | 0.9121 | |
| k-reciprocal2020.12 | 0.7367 | 0.7071 | 0.8386 | 0.8565 | |
| alpha-QE2020.12 | 0.7169 | 0.6818 | 0.8366 | 0.8671 | |
| AQE2020.12 | 0.7123 | 0.6762 | 0.8332 | 0.8636 | |
| baseline2020.12 | 0.6313 | 0.5849 | 0.7867 | 0.8523 |