Cross-view geo-localization on GTA-UAV (Cross-Area)
61.21Recall@1PAUL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PAULNoise Ratio=0.0%2025.08 | 61.21 | 83.59 | 70.66 | 72.06 | 421.12 | |
| CRCLNoise Ratio=0.0%2025.08 | 60.39 | 82.06 | 69.66 | 70.36 | 443.22 | |
| RCLNoise Ratio=0.0%2025.08 | 60.16 | 82.7 | 69.76 | 71.1 | 473.1 | |
| CREAMNoise Ratio=0.0%2025.08 | 59.72 | 82.78 | 69.53 | 71.96 | 416.28 | |
| GSCNoise Ratio=0.0%2025.08 | 59.36 | 82.77 | 69.21 | 71.8 | 432.75 | |
| PAULNoise Ratio=30.0%2025.08 | 58.7 | 82.13 | 68.74 | 74.25 | 384.57 | |
| InfoGeo*relational distillation=true2026.05 | 57.9 | — | 67.88 | 71.18 | 416.75 | |
| InfoGeorelational distillation=false2026.05 | 56.88 | — | 67 | 70.6 | 420.08 | |
| InfoNCENoise Ratio=0.0%2025.08 | 55.21 | 79.12 | 65.31 | 68.4 | 502.86 | |
| CAMP2026.05 | 54.91 | — | 64.74 | 67.5 | 547.71 | |
| GSCNoise Ratio=30.0%2025.08 | 54.41 | 80.2 | 65.15 | 73.49 | 419.27 | |
| CREAMNoise Ratio=30.0%2025.08 | 54.02 | 80.48 | 65.2 | 74.65 | 358.19 | |
| CRCLNoise Ratio=30.0%2025.08 | 53.79 | 79.13 | 64.58 | 72.46 | 449.21 | |
| RCLNoise Ratio=30.0%2025.08 | 53.37 | 79.52 | 64.24 | 71.65 | 461.49 | |
| DAC2026.05 | 53.31 | — | 62.99 | 66.24 | 541.58 | |
| PAULNoise Ratio=60.0%2025.08 | 52.61 | 78.66 | 63.63 | 73.39 | 462.27 | |
| CVcities2026.05 | 52.56 | — | 63.77 | 68.93 | 486.36 | |
| NCRNoise Ratio=0.0%2025.08 | 52.39 | 74.73 | 61.79 | 62.34 | 730.45 | |
| CREAMNoise Ratio=60.0%2025.08 | 52.38 | 79.18 | 63.52 | 73.32 | 395.64 | |
| GSCNoise Ratio=60.0%2025.08 | 51.2 | 77.36 | 62.13 | 73.6 | 466.71 | |
| Game4Loc2026.05 | 49.57 | — | 59.68 | 65.53 | 612.22 | |
| CRCLNoise Ratio=60.0%2025.08 | 48.2 | 75.57 | 59.92 | 71.95 | 502.51 | |
| RCLNoise Ratio=60.0%2025.08 | 46.43 | 72.99 | 57.92 | 70.5 | 536.07 | |
| InfoNCENoise Ratio=30.0%2025.08 | 46.27 | 71.85 | 57.14 | 69.37 | 494.98 | |
| MMGeo2026.05 | 44.58 | — | 55.35 | 61.25 | 681.87 | |
| ESCNoise Ratio=60.0%2025.08 | 44.42 | 71.59 | 55.97 | 63.77 | 697.04 | |
| NCRNoise Ratio=30.0%2025.08 | 44.4 | 66.79 | 53.79 | 59.05 | 890.46 | |
| BiCroNoise Ratio=0.0%2025.08 | 43.73 | 68.71 | 54.4 | 57.43 | 894.75 | |
| InfoNCENoise Ratio=60.0%2025.08 | 42.15 | 68.69 | 53.35 | 68.93 | 531.21 | |
| BiCroNoise Ratio=30.0%2025.08 | 41.11 | 67.2 | 52.23 | 58.61 | 827.51 | |
| BiCroNoise Ratio=60.0%2025.08 | 41.11 | 67.2 | 52.23 | 58.61 | 827.51 | |
| ESCNoise Ratio=30.0%2025.08 | 40.84 | 67.44 | 52.18 | 59.41 | 803.4 | |
| ESCNoise Ratio=0.0%2025.08 | 39.75 | 63.75 | 49.87 | 53.62 | 996.1 | |
| NCRNoise Ratio=60.0%2025.08 | 37.74 | 59.74 | 47.09 | 54.37 | 1,070.31 | |
| Sample4Geo2026.05 | 28.6 | — | 38.94 | 51.78 | 1,078.33 | |
| MFRGN2026.05 | 12.22 | — | 20.75 | 41.14 | 1,485.79 |