Drone-to-Satellite Retrieval on SUES-200 250m
100R@1MEAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MEANPublication=TGRS’252026.02 | 100 | 98.28 | |
| QDFLPublication=TGRS’252026.02 | 100 | 99.07 | |
| (MGS)²Publication=—2026.02 | 100 | 99.17 | |
| (MGS)²Publication=—2026.02 | 99.67 | 99.75 | |
| QDFLPublication=TGRS’252026.02 | 99.3 | 99.48 | |
| CDM-NetPublication=TGRS’252026.02 | 99 | 97.6 | |
| MEANPublication=TGRS’252026.02 | 98.95 | 99.17 | |
| MFRGNPublication=ACMMM'2024, Satellite-free=false2026.04 | 98.95 | 99.13 | |
| Sample4GeoPublication=ICCV’232026.02 | 98.75 | 98.28 | |
| SCOFPublication=TGRS’252026.02 | 98.75 | 96.33 | |
| CAMPPublication=TGRS’242026.02 | 98.75 | 98.1 | |
| DACPublication=TCSVT’242026.02 | 98.75 | 98.09 | |
| Sample4geo2025.12 | 98.75 | 98.28 | |
| FDER2025.12 | 98.75 | 96.81 | |
| DAC2025.12 | 98.75 | 98.09 | |
| Ours2025.12 | 98.75 | 98.47 | |
| Ours2025.12 | 98.73 | 99.02 | |
| Sample4GeoPublication=ICCV’232026.02 | 98.28 | 98.64 | |
| CDM-NetPublication=TGRS’252026.02 | 98.28 | 98.69 | |
| Sample4geo2025.12 | 98.28 | 98.64 | |
| Sample4GeoPublication=ICCV'2023, Satellite-free=false2026.04 | 98.28 | 98.64 | |
| CDM-NetPublication=TGRS'2025, Satellite-free=false2026.04 | 98.28 | 98.69 | |
| DACPublication=TCSVT’242026.02 | 98.2 | 98.62 | |
| DAC2025.12 | 98.2 | 98.62 | |
| CAMPPublication=TGRS’242026.02 | 98.05 | 98.45 | |
| CGSIPublication=TCSVT'2025, Satellite-free=false2026.04 | 97.6 | 98.03 | |
| MJRLIFSPublication=TGRS’242026.02 | 97.5 | 96.03 | |
| SDPLPublication=TCSVT’242026.02 | 97.5 | 95.65 | |
| CCRPublication=TCSVT’242026.02 | 97.5 | 97.1 | |
| SRLNPublication=TGRS’242026.02 | 97.5 | 96.52 | |
| CCR2025.12 | 97.5 | 97.1 | |
| DMNILPublication=arXiv'2025, Satellite-free=false2026.04 | 97.45 | 98.03 | |
| SCOFPublication=TGRS’252026.02 | 96.88 | 97.42 | |
| SeGCNPublication=JSTARS’242026.02 | 96.25 | 94.39 | |
| MCCGPublication=TCSVT’232026.02 | 96.25 | 96.14 | |
| SeGCN2025.12 | 96.25 | 94.39 | |
| SDPLPublication=TCSVT’242026.02 | 96.05 | 96.69 | |
| SDPLFramework=ANN, Param (M)=42.56, Power (mJ)=320.67, Step=12025.12 | 96.05 | 96.69 | |
| SRLNPublication=TGRS’242026.02 | 95.92 | 96.79 | |
| CCRPublication=TCSVT’242026.02 | 95.42 | 96.28 | |
| MFJR2025.12 | 95.42 | 96.28 | |
| CCR2025.12 | 95.42 | 96.28 | |
| CCRFramework=ANN, Param (M)=156.57, Power (mJ)=738.1, Step=12025.12 | 95.42 | 96.28 | |
| MFJRPublication=TGRS'2024, Satellite-free=false2026.04 | 95.42 | 96.28 | |
| MFJR2025.12 | 94.69 | 96.92 | |
| Safe-NetPublication=TIP'2024, Satellite-free=false2026.04 | 94.52 | 95.74 | |
| FDER2025.12 | 94.47 | 97.28 | |
| DiffusionUavLocPublication=IOT'2026, Satellite-free=false2026.04 | 93.87 | 94.71 | |
| MCCGPublication=TCSVT’232026.02 | 93.82 | 95.04 | |
| CDIKTNetPublication=arXiv'2025, Satellite-free=false2026.04 | 93.15 | 94.39 | |
| WangPublication=AAAI'2025, Satellite-free=false2026.04 | 92.98 | 95.66 | |
| SpikeViMFormer-SFramework=SNN, Param (M)=18.63, Power (mJ)=54.33, Step=1 x 42025.12 | 92.68 | 94.09 | |
| MJRLIFSPublication=TGRS’242026.02 | 92.58 | 94.21 | |
| IFSsFramework=ANN, Step=12025.12 | 92.58 | 94.21 | |
| SeGCNPublication=JSTARS’242026.02 | 92.53 | 93.9 | |
| SeGCN2025.12 | 92.53 | 93.9 | |
| FSRAFramework=ANN, Param (M)=52.01, Power (mJ)=113.11, Step=12025.12 | 90.68 | 92.27 | |
| FSRAPublication=TCSVT'2021, Satellite-free=false2026.04 | 90.68 | 92.27 | |
| E-SpikeFormer-2Framework=SNN, Param (M)=171.32, Power (mJ)=710.18, Step=1 x 82025.12 | 90.22 | 92.14 | |
| E-SpikeFormer-1Framework=SNN, Param (M)=171.32, Power (mJ)=716.16, Step=1 x 82025.12 | 90.17 | 92.16 | |
| SpikeViMFormer-TFramework=SNN, Param (M)=9.78, Power (mJ)=32.69, Step=1 x 42025.12 | 89.75 | 91.63 | |
| Meta-SpikeFormerFramework=SNN, Param (M)=55.35, Power (mJ)=303.14, Step=1 x 42025.12 | 88.77 | 91.24 | |
| SUES-200Publication=TCSVT’232026.02 | 88.75 | 69.96 | |
| SFTPublication=-, Satellite-free=true2026.04 | 88.65 | 90.75 | |
| WeatherPromptPublication=NeurIPS'2025, Satellite-free=false2026.04 | 86.55 | 89 | |
| LPNFramework=ANN, Param (M)=62.39, Power (mJ)=169.19, Step=12025.12 | 80.38 | 83.8 | |
| LPNPublication=TCSVT'2021, Satellite-free=false2026.04 | 80.38 | 83.8 | |
| SUES-200Publication=TCSVT’232026.02 | 71.35 | 75.49 | |
| SUES baselinePublication=TOMM'2020, Satellite-free=false2026.04 | 71.35 | 75.49 | |
| EM-CVGLPublication=TGRS'2024, Satellite-free=false2026.04 | 68.1 | 72.62 | |
| DINOv3Publication=arXiv'2025, Satellite-free=true2026.04 | 48 | 54.06 | |
| ConvNeXt-BasePublication=CVPR'2022, Satellite-free=true2026.04 | 39.23 | 44.72 | |
| AnyLocPublication=RA-L'2023, Satellite-free=true2026.04 | 36.78 | 50.41 | |
| ViT-BasePublication=ICLR'2021, Satellite-free=true2026.04 | 24.57 | 29.09 | |
| ResNet-50Publication=CVPR'2016, Satellite-free=true2026.04 | 19.08 | 23.28 | |
| MambaVisionPublication=CVPR'2025, Satellite-free=true2026.04 | 13.6 | 17.15 |