Satellite-to-Drone Retrieval on University-1652
98.14Recall@1DiffusionUavLoc
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DiffusionUavLocPublication=IOT’2026, Satellite-Free=false, Evaluation Protocol=Original protocol (single-image UAV query)2026.04 | 98.14 | 97.83 | |
| CDM-NetPublication=TGRS’2025, Satellite-Free=false, Evaluation Protocol=Original protocol (single-image UAV query)2026.04 | 96.68 | 94.05 | |
| CGSIPublication=TCSVT’2025, Satellite-Free=false, Evaluation Protocol=Original protocol (single-image UAV query)2026.04 | 96.58 | 95.36 | |
| LRFR*Backbone=ConvNeXt2026.05 | 95.72 | 93.22 | |
| MFJRPublication=TGRS’2024, Satellite-Free=false, Evaluation Protocol=Original protocol (single-image UAV query)2026.04 | 95.29 | 91.51 | |
| Sample4GeoPublication=ICCV’2023, Satellite-Free=false, Evaluation Protocol=Original protocol (single-image UAV query)2026.04 | 95.14 | 91.39 | |
| DMNILPublication=arXiv’2025, Satellite-Free=false, Evaluation Protocol=Original protocol (single-image UAV query)2026.04 | 95.01 | 88.95 | |
| WangPublication=AAAI’2025, Satellite-Free=false, Evaluation Protocol=Original protocol (single-image UAV query)2026.04 | 94.01 | 82.66 | |
| Safe-NetPublication=TIP’2024, Satellite-Free=false, Evaluation Protocol=Original protocol (single-image UAV query)2026.04 | 91.22 | 86.06 | |
| Safe-Net*Backbone=Vit-S [10]2026.05 | 91.22 | 86.06 | |
| GeoFuseBackbone=X-VLM2026.05 | 90.58 | 85.13 | |
| WeatherPromptPublication=NeurIPS’2025, Satellite-Free=false, Evaluation Protocol=Original protocol (single-image UAV query)2026.04 | 89.16 | 81.8 | |
| BaselineBackbone=X-VLM2026.05 | 89.16 | 81.8 | |
| FSRAPublication=TCSVT’2021, Satellite-Free=false, Evaluation Protocol=Original protocol (single-image UAV query)2026.04 | 88.45 | 83.37 | |
| Muse-NetBackbone=ResNet-50 ×22026.05 | 88.02 | 75.1 | |
| CDIKTNetPublication=arXiv’2025, Satellite-Free=false, Evaluation Protocol=Original protocol (single-image UAV query)2026.04 | 87.73 | 76.53 | |
| LPNBackbone=ResNet-502026.05 | 87.02 | 75.19 | |
| LPNPublication=TCSVT’2021, Satellite-Free=false, Evaluation Protocol=Original protocol (single-image UAV query)2026.04 | 86.45 | 74.79 | |
| Pan et al.Backbone=IBN-Net2026.05 | 86.31 | 73.54 | |
| He et al.Backbone=ResNet-1012026.05 | 85.73 | 71.79 | |
| Huang et al.Backbone=DenseNet1212026.05 | 83.74 | 70.34 | |
| Zheng et al.Backbone=ResNet-502026.05 | 83.45 | 67.94 | |
| Liu et al.Backbone=Swin-T2026.05 | 80.74 | 68.94 | |
| EM-CVGLPublication=TGRS’2024, Satellite-Free=false, Evaluation Protocol=Original protocol (single-image UAV query)2026.04 | 79.03 | 61.03 | |
| Instance LossPublication=TOMM’2020, Satellite-Free=false, Evaluation Protocol=Original protocol (single-image UAV query)2026.04 | 74.47 | 59.45 | |
| MFRGNPublication=ACMMM’2024, Satellite-Free=false, Evaluation Protocol=Original protocol (single-image UAV query)2026.04 | 72.19 | 62.28 | |
| SFTPublication=-, Satellite-Free=true, Evaluation Protocol=Multi-view UAV protocol2026.04 | 51.07 | 57.08 | |
| DINOv3Publication=arXiv’2025, Satellite-Free=true, Evaluation Protocol=Multi-view UAV protocol2026.04 | 46.48 | 37.91 | |
| AnyLocPublication=RA-L’2023, Satellite-Free=true, Evaluation Protocol=Multi-view UAV protocol2026.04 | 42.74 | 38.72 | |
| ConvNeXt-BasePublication=CVPR’2022, Satellite-Free=true, Evaluation Protocol=Multi-view UAV protocol2026.04 | 39.66 | 19.8 | |
| ViT-BasePublication=ICLR’2021, Satellite-Free=true, Evaluation Protocol=Multi-view UAV protocol2026.04 | 28.53 | 11.08 | |
| ResNet-50Publication=CVPR’2016, Satellite-Free=true, Evaluation Protocol=Multi-view UAV protocol2026.04 | 28.39 | 7.2 | |
| MambaVisionPublication=CVPR’2025, Satellite-Free=true, Evaluation Protocol=Multi-view UAV protocol2026.04 | 21.4 | 6.3 |