Drone-to-Satellite Retrieval on SUES-200 150m
98.95R@1(MGS)²
Evaluation results
| Method | Links | ||
|---|---|---|---|
| (MGS)²Publication=—2026.02 | 98.95 | 95.31 | |
| QDFLPublication=TGRS’252026.02 | 98.75 | 95.1 | |
| Ours2025.12 | 98.75 | 95.61 | |
| MFRGNPublication=ACMMM'2024, Satellite-free=false2026.04 | 98.75 | 90.48 | |
| Sample4GeoPublication=ICCV’232026.02 | 97.5 | 93.63 | |
| DACPublication=TCSVT’242026.02 | 97.5 | 94.06 | |
| MEANPublication=TGRS’252026.02 | 97.5 | 94.75 | |
| Sample4geo2025.12 | 97.5 | 93.63 | |
| DAC2025.12 | 97.5 | 94.06 | |
| Sample4GeoPublication=ICCV'2023, Satellite-free=false2026.04 | 97.5 | 93.63 | |
| Safe-NetPublication=TIP'2024, Satellite-free=false2026.04 | 97.5 | 86.36 | |
| CGSIPublication=TCSVT'2025, Satellite-free=false2026.04 | 97.5 | 96.22 | |
| DiffusionUavLocPublication=IOT'2026, Satellite-free=false2026.04 | 97.5 | 97.67 | |
| (MGS)²Publication=—2026.02 | 97.02 | 97.86 | |
| DACPublication=TCSVT’242026.02 | 96.8 | 97.54 | |
| DAC2025.12 | 96.8 | 97.54 | |
| CAMPPublication=TGRS’242026.02 | 96.25 | 93.69 | |
| DMNILPublication=arXiv'2025, Satellite-free=false2026.04 | 96.25 | 90.05 | |
| CGSIPublication=TCSVT'2025, Satellite-free=false2026.04 | 95.95 | 96.8 | |
| MEANPublication=TGRS’252026.02 | 95.5 | 96.46 | |
| CAMPPublication=TGRS’242026.02 | 95.4 | 96.38 | |
| CDM-NetPublication=TGRS’252026.02 | 95.25 | 92.24 | |
| CDM-NetPublication=TGRS'2025, Satellite-free=false2026.04 | 95.25 | 92.24 | |
| MFRGNPublication=ACMMM'2024, Satellite-free=false2026.04 | 95.18 | 96.14 | |
| SCOFPublication=TGRS’252026.02 | 95 | 89.72 | |
| MFJR2025.12 | 95 | 89.31 | |
| MFJRPublication=TGRS'2024, Satellite-free=false2026.04 | 95 | 89.31 | |
| Ours2025.12 | 94.7 | 95.7 | |
| QDFLPublication=TGRS’252026.02 | 93.97 | 95.42 | |
| CDM-NetPublication=TGRS’252026.02 | 93.78 | 95.16 | |
| CDM-NetPublication=TGRS'2025, Satellite-free=false2026.04 | 93.78 | 95.16 | |
| MJRLIFSPublication=TGRS’242026.02 | 93.75 | 79.49 | |
| SeGCNPublication=JSTARS’242026.02 | 93.75 | 92.45 | |
| MCCGPublication=TCSVT’232026.02 | 93.75 | 89.72 | |
| SDPLPublication=TCSVT’242026.02 | 93.75 | 83.75 | |
| SRLNPublication=TGRS’242026.02 | 93.75 | 93.01 | |
| FDER2025.12 | 93.75 | 86.93 | |
| SeGCN2025.12 | 93.75 | 92.45 | |
| DiffusionUavLocPublication=IOT'2026, Satellite-free=false2026.04 | 92.9 | 93.93 | |
| Sample4GeoPublication=ICCV’232026.02 | 92.6 | 96.38 | |
| Sample4geo2025.12 | 92.6 | 94 | |
| Sample4GeoPublication=ICCV'2023, Satellite-free=false2026.04 | 92.6 | 94 | |
| CCRPublication=TCSVT’242026.02 | 92.5 | 88.54 | |
| CCR2025.12 | 92.5 | 88.54 | |
| DMNILPublication=arXiv'2025, Satellite-free=false2026.04 | 90.98 | 92.66 | |
| SeGCNPublication=JSTARS’242026.02 | 90.8 | 92.32 | |
| SeGCN2025.12 | 90.8 | 92.32 | |
| SCOFPublication=TGRS’252026.02 | 90.75 | 92.32 | |
| SRLNPublication=TGRS’242026.02 | 89.9 | 91.9 | |
| MFJR2025.12 | 88.95 | 91.05 | |
| MFJRPublication=TGRS'2024, Satellite-free=false2026.04 | 88.95 | 91.05 | |
| CDIKTNetPublication=arXiv'2025, Satellite-free=false2026.04 | 88.75 | 80.33 | |
| WangPublication=AAAI'2025, Satellite-free=false2026.04 | 87.5 | 74.81 | |
| CCRPublication=TCSVT’242026.02 | 87.08 | 89.55 | |
| CCR2025.12 | 87.08 | 95.55 | |
| CCRFramework=ANN, Param (M)=156.57, Power (mJ)=738.1, Step=12025.12 | 87.08 | 89.55 | |
| FDER2025.12 | 85.3 | 87.58 | |
| LPNPublication=TCSVT'2021, Satellite-free=false2026.04 | 83.75 | 66.78 | |
| FSRAPublication=TCSVT'2021, Satellite-free=false2026.04 | 83.75 | 76.67 | |
| SpikeViMFormer-SFramework=SNN, Param (M)=18.63, Power (mJ)=54.33, Step=1 x 42025.12 | 83.48 | 86.51 | |
| SDPLPublication=TCSVT’242026.02 | 82.95 | 85.82 | |
| SDPLFramework=ANN, Param (M)=42.56, Power (mJ)=320.67, Step=12025.12 | 82.95 | 85.82 | |
| CDIKTNetPublication=arXiv'2025, Satellite-free=false2026.04 | 82.75 | 85.25 | |
| SUES-200Publication=TCSVT’232026.02 | 82.5 | 58.95 | |
| SUES baselinePublication=TOMM'2020, Satellite-free=false2026.04 | 82.5 | 58.95 | |
| MCCGPublication=TCSVT’232026.02 | 82.22 | 85.47 | |
| Safe-NetPublication=TIP'2024, Satellite-free=false2026.04 | 81.05 | 84.76 | |
| WeatherPromptPublication=NeurIPS'2025, Satellite-free=false2026.04 | 80 | 68.5 | |
| SFTPublication=-, Satellite-free=true2026.04 | 78.75 | 81.86 | |
| SFTPublication=-, Satellite-free=true2026.04 | 78.75 | 63.03 | |
| MJRLIFSPublication=TGRS’242026.02 | 77.57 | 81.3 | |
| IFSsFramework=ANN, Step=12025.12 | 77.57 | 81.3 | |
| E-SpikeFormer-1Framework=SNN, Param (M)=171.32, Power (mJ)=716.16, Step=1 x 82025.12 | 77.57 | 81.52 | |
| E-SpikeFormer-2Framework=SNN, Param (M)=171.32, Power (mJ)=710.18, Step=1 x 82025.12 | 77.55 | 81.43 | |
| WangPublication=AAAI'2025, Satellite-free=false2026.04 | 76.9 | 84.95 | |
| Meta-SpikeFormerFramework=SNN, Param (M)=55.35, Power (mJ)=303.14, Step=1 x 42025.12 | 76.62 | 81.09 | |
| SpikeViMFormer-TFramework=SNN, Param (M)=9.78, Power (mJ)=32.69, Step=1 x 42025.12 | 75.8 | 80.13 | |
| WeatherPromptPublication=NeurIPS'2025, Satellite-free=false2026.04 | 74.9 | 78.77 | |
| EM-CVGLPublication=TGRS'2024, Satellite-free=false2026.04 | 73.75 | 54 | |
| FSRAFramework=ANN, Param (M)=52.01, Power (mJ)=113.11, Step=12025.12 | 68.25 | 73.45 | |
| FSRAPublication=TCSVT'2021, Satellite-free=false2026.04 | 68.25 | 73.45 | |
| LPNFramework=ANN, Param (M)=62.39, Power (mJ)=169.19, Step=12025.12 | 61.58 | 67.23 | |
| LPNPublication=TCSVT'2021, Satellite-free=false2026.04 | 61.58 | 67.23 | |
| SUES-200Publication=TCSVT’232026.02 | 59.32 | 64.93 | |
| SUES baselinePublication=TOMM'2020, Satellite-free=false2026.04 | 59.32 | 64.93 | |
| EM-CVGLPublication=TGRS'2024, Satellite-free=false2026.04 | 55.23 | 60.8 | |
| AnyLocPublication=RA-L'2023, Satellite-free=true2026.04 | 52.5 | 29.06 | |
| DINOv3Publication=arXiv'2025, Satellite-free=true2026.04 | 34.67 | 40.74 | |
| AnyLocPublication=RA-L'2023, Satellite-free=true2026.04 | 30 | 42.74 | |
| DINOv3Publication=arXiv'2025, Satellite-free=true2026.04 | 28.75 | 21.5 | |
| ConvNeXt-BasePublication=CVPR'2022, Satellite-free=true2026.04 | 24.55 | 30.18 | |
| ViT-BasePublication=ICLR'2021, Satellite-free=true2026.04 | 21.25 | 9.71 | |
| ConvNeXt-BasePublication=CVPR'2022, Satellite-free=true2026.04 | 20 | 11.08 | |
| ViT-BasePublication=ICLR'2021, Satellite-free=true2026.04 | 14.27 | 19.15 | |
| MambaVisionPublication=CVPR'2025, Satellite-free=true2026.04 | 8.85 | 12.56 | |
| ResNet-50Publication=CVPR'2016, Satellite-free=true2026.04 | 8.75 | 6.34 | |
| ResNet-50Publication=CVPR'2016, Satellite-free=true2026.04 | 7.52 | 11.19 | |
| MambaVisionPublication=CVPR'2025, Satellite-free=true2026.04 | 7.5 | 5.28 |