Cross-view geo-localization on CVUSA (test)
99.89R@1%CLNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CLNetpolar transformation=false2025.12 | 99.89 | 98.77 | 99.71 | 99.77 | — | |
| Sample4Geopolar transformation=false2025.12 | 99.87 | 98.68 | 99.68 | 99.78 | — | |
| GeoDTRpolar transformation=true2025.12 | 99.86 | 95.43 | 98.86 | 99.34 | — | |
| SAIG-Dpolar transformation=false2025.12 | 99.86 | 96.34 | 99.1 | 99.5 | — | |
| GeoDTRpolar transformation=false2025.12 | 99.85 | 93.76 | 98.47 | 99.22 | — | |
| TransGeoPolar Transform=false2022.03 | 99.77 | 94.08 | 98.36 | 99.04 | — | |
| TransGeopolar transformation=false2025.12 | 99.77 | 94.08 | 98.36 | 99.04 | — | |
| L2LTRPolar Transform=false2022.03 | 99.75 | 91.99 | 97.68 | 98.65 | — | |
| L2LTRpolar transformation=false2025.12 | 99.75 | 91.99 | 97.68 | 98.65 | — | |
| GeoDTR+polar transformation=false2025.12 | 99.75 | 95.4 | 98.44 | 99.05 | — | |
| ShiPolar Transform=true2022.03 | 99.67 | 91.96 | 97.5 | 98.54 | — | |
| L2LTRPolar Transform=true2022.03 | 99.67 | 94.05 | 98.27 | 98.99 | — | |
| L2LTRpolar transformation=true2025.12 | 99.67 | 94.05 | 98.27 | 98.99 | — | |
| SAFAPolar Transform=true2022.03 | 99.64 | 89.84 | 96.93 | 98.14 | — | |
| SAFApolar transformation=true2025.12 | 99.64 | 89.84 | 96.93 | 98.14 | — | |
| TokerPolar Transform=true2022.03 | 99.57 | 92.56 | 97.55 | 98.33 | — | |
| CDEpolar transformation=true2025.12 | 99.57 | 92.56 | 97.55 | 98.33 | — | |
| SAFAPolar Transform=false2022.03 | 99.49 | 81.15 | 94.23 | 96.85 | — | |
| RevisitPolar Transform=false2022.03 | 99.1 | 70.4 | — | — | — | |
| ReweightPolar Transform=false2022.03 | 98.3 | — | — | — | — | |
| LiuPolar Transform=false2022.03 | 96.12 | 40.79 | 66.82 | 76.36 | — | |
| RegmiPolar Transform=false2022.03 | 95.98 | 48.75 | — | 81.27 | — | |
| Geo22026.03 | 95.33 | 55.14 | 73.58 | 80.03 | — | |
| PanoBEV2026.03 | 95.31 | 44.1 | 70.68 | 75.86 | — | |
| GeoDTR+2026.03 | 94.8 | 52.56 | 73.08 | 79.82 | — | |
| CVM-NetPolar Transform=false2022.03 | 93.62 | 22.47 | 49.98 | 63.18 | — | |
| Sample4GeoTraining dataset=CVACT, Polar transformation=false2023.03 | 90.65 | 44.95 | 64.36 | 72.1 | — | |
| Sample4Geo2026.03 | 90.65 | 44.95 | 64.36 | 72.1 | — | |
| GeoDTRTraining dataset=CVACT, Polar transformation=true2023.03 | 90.09 | 44.07 | 64.66 | — | — | |
| L2LTRTraining dataset=CVACT, Polar transformation=true2023.03 | 89.63 | 37.69 | 57.78 | — | — | |
| L2LTRTraining dataset=CVACT, Polar transformation=false2023.03 | 84.79 | 33 | 51.87 | — | — | |
| GeoDTR2026.03 | 82.47 | 29.85 | 49.25 | 57.11 | — | |
| GeoDTRTraining dataset=CVACT, Polar transformation=false2023.03 | 81.09 | 29.13 | 47.86 | — | — | |
| SAIG-D2026.03 | 75.33 | 18.97 | 35.6 | 44.28 | — | |
| SAFA2026.03 | 69.83 | 21.45 | 36.55 | 43.79 | — | |
| TransGeo2026.03 | 69.14 | 17.45 | 32.49 | 40.48 | — | |
| ScalingGeolocTraining Modalities=Ground, Aerial2026.04 | — | — | — | — | 45.8 | |
| UniGeoCLIPTraining Modalities=Ground, Aerial2026.04 | — | — | — | — | 83.9 | |
| UniGeoCLIPTraining Modalities=Ground, Aerial, Map2026.04 | — | — | — | — | 76.7 | |
| UniGeoCLIPTraining Modalities=Ground, Aerial, Map, DSM2026.04 | — | — | — | — | 77.2 | |
| UniGeoCLIPTraining Modalities=Ground, Aerial, Map, DSM, Text2026.04 | — | — | — | — | 88.2 |