Visual Place Recognition on California (test)
55.9Recall@1EarthLoc
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| EarthLocType of Training Imagery=Satellite, Test Time Augmentation=4x90TTA2024.03 | 55.9 | 74.6 | 91.6 | |
| AnyLoc (DINOv2 + NetVLAD)Type of Training Imagery=Universal VPR, Test Time Augmentation=4x90TTA2024.03 | 48.7 | 75 | 91.6 | |
| OGCL UAV-View (ViT-L/14)Type of Training Imagery=UAV, Test Time Augmentation=4x90TTA2024.03 | 22.8 | 48.1 | 74.9 | |
| OGCL UAV-View (ConvNeXt-XXLarge)Type of Training Imagery=UAV, Test Time Augmentation=4x90TTA2024.03 | 19.6 | 42.1 | 71 | |
| TorchGeo (ResNet50 w GASSL)Type of Training Imagery=Satellite, Test Time Augmentation=4x90TTA2024.03 | 13.3 | 31.4 | 58.8 | |
| MBEG (ViT-L/14)Type of Training Imagery=UAV, Test Time Augmentation=4x90TTA2024.03 | 8.7 | 20.7 | 41.5 | |
| EigenPlacesType of Training Imagery=Urban VPR, Test Time Augmentation=4x90TTA2024.03 | 6 | 22.8 | 54.3 | |
| SFRSType of Training Imagery=Urban VPR, Test Time Augmentation=4x90TTA2024.03 | 5.4 | 17.2 | 44.4 | |
| TorchGeo (ResNet50 w SeCo)Type of Training Imagery=Satellite, Test Time Augmentation=4x90TTA2024.03 | 5.1 | 14.5 | 37.1 | |
| CosPlaceType of Training Imagery=Urban VPR, Test Time Augmentation=4x90TTA2024.03 | 4.8 | 15.2 | 43.3 | |
| MixVPRType of Training Imagery=Urban VPR, Test Time Augmentation=4x90TTA2024.03 | 4.4 | 17.5 | 43.2 | |
| NetVLADType of Training Imagery=Urban VPR, Test Time Augmentation=4x90TTA2024.03 | 4.3 | 14.4 | 39 | |
| Conv-APType of Training Imagery=Urban VPR, Test Time Augmentation=4x90TTA2024.03 | 3.8 | 15.4 | 41.2 | |
| NadirType of Training Imagery=-, Test Time Augmentation=4x90TTA2024.03 | 2.4 | — | — | |
| TorchGeo (ResNet50 w MOCO)Type of Training Imagery=Satellite, Test Time Augmentation=4x90TTA2024.03 | 1.1 | 4.3 | 16.4 | |
| Random ChoiceType of Training Imagery=-, Test Time Augmentation=4x90TTA2024.03 | 0.2 | 2.3 | 20.1 |