Satellite-to-Drone Cross-view Retrieval on SUES-200 (WeatherPrompt Robustness)
98.75Clean R@1SKYPART
Evaluation Results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SKYPARTBackbone=DINOv2-S, Resolution=392x392, Epochs=60, Base LR=1x10^-4, Batch Size=642026.05 | 98.75 | 98.24 | 98.75 | 97.56 | 98.75 | 97.52 | 98.75 | 96.94 | 98.75 | 96.17 | 98.75 | 92.11 | 98.75 | 96.72 | 98.75 | 93.79 | 98.75 | 95.9 | 98.75 | 97.21 | 98.75 | 96.22 | |
| WeatherPromptBackbone=ConvNeXt-B, Resolution=384x3842026.05 | 90.61 | 81.24 | 86.14 | 71.15 | 83.94 | 73.8 | 71.03 | 60.19 | 84.41 | 58.49 | 79.16 | 64.93 | 77.28 | 60.15 | 56.75 | 47.85 | 81.65 | 74.04 | 80.3 | 69.38 | 79.13 | 66.12 | |
| CCRResolution=384x3842026.05 | 90.59 | 80.45 | 82.99 | 70.62 | 43.39 | 45.9 | 39.81 | 40.88 | 42.63 | 39.46 | 29.32 | 30.65 | 25.89 | 26.94 | 26.01 | 30.4 | 58.01 | 59.13 | 83.09 | 61.05 | 52.17 | 48.55 | |
| Safe-NetResolution=384x3842026.05 | 88.31 | 80.35 | 81.33 | 68.6 | 40.21 | 41.04 | 36.43 | 37.5 | 33.12 | 35.45 | 24.78 | 27.65 | 41.12 | 32.31 | 53.88 | 27.01 | 54.19 | 57.82 | 79.36 | 57.09 | 53.27 | 46.48 | |
| Sample4GeoResolution=384x3842026.05 | 87.5 | 79.57 | 83.75 | 71.14 | 42.5 | 25.24 | 40 | 21.59 | 38.75 | 23.22 | 30 | 10.58 | 26.25 | 16.44 | 56.25 | 29.75 | 58.75 | 30.38 | 83.75 | 69.66 | 54.75 | 37.76 | |
| MuSe-NetResolution=384x3842026.05 | 76.56 | 66.02 | 72.19 | 57.87 | 72.19 | 58.11 | 68.38 | 51.22 | 66.56 | 42.25 | 69.06 | 46.8 | 69.38 | 47.79 | 53.75 | 27.94 | 70 | 52.67 | 76.25 | 60.74 | 69.43 | 51.14 | |
| IBN-NetResolution=384x3842026.05 | 73.68 | 62.91 | 67.41 | 55.75 | 72.3 | 56.44 | 64.07 | 47.69 | 66.98 | 39.54 | 71.1 | 47.32 | 68.46 | 45.95 | 54.72 | 31.53 | 65.64 | 53.77 | 73.48 | 57.03 | 67.79 | 49.79 | |
| Zheng et al.Resolution=384x3842026.05 | 70.2 | 57.98 | 63.77 | 46.9 | 68.72 | 50.85 | 61.72 | 39.7 | 62.1 | 32.75 | 71.7 | 40.39 | 59.72 | 37.55 | 45.49 | 25.28 | 52.11 | 43.4 | 56.62 | 45.31 | 61.21 | 42.01 |