Retrieval-based recognition on Sentinel-2 NAIP (Base)
63.6mAP@100Ours
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OursCategory=Sparse observation, Input=LR+HR, HR Usage (OBR)=0.123, Time (s)=118, Zero-shot evaluation=true2026.04 | 63.6 | 69.5 | |
| SARCategory=Sparse observation, Input=LR+HR, HR Usage (OBR)=0.236, Time (s)=233, Zero-shot evaluation=true2026.04 | 63.3 | 63.9 | |
| Ours (Full)Category=Full observation, Input=LR+HR, HR Usage (OBR)=1.000, Time (s)=968, Zero-shot evaluation=true2026.04 | 58.9 | 60.2 | |
| SAR (KD)Category=LR only, Input=LR, HR Usage (OBR)=0.000, Time (s)=11, Zero-shot evaluation=true2026.04 | 53.4 | 55.9 | |
| SAR (LR+HR, LLM)Category=Full observation, Input=LR+HR, HR Usage (OBR)=1.000, Time (s)=984, Zero-shot evaluation=true2026.04 | 53 | 56.1 | |
| SAR (Only HR)Category=Full observation, Input=HR, HR Usage (OBR)=1.000, Time (s)=962, Zero-shot evaluation=true2026.04 | 50.1 | 51.3 | |
| Ours (LR)Category=LR only, Input=LR, HR Usage (OBR)=0.000, Time (s)=10, Zero-shot evaluation=true2026.04 | 49.8 | 53.1 | |
| OpenCLIPCategory=LR only, Input=LR, HR Usage (OBR)=0.000, Time (s)=10, Zero-shot evaluation=true2026.04 | 48.1 | 50.5 | |
| RemoteCLIPCategory=LR only, Input=LR, HR Usage (OBR)=0.000, Time (s)=11, Zero-shot evaluation=true2026.04 | 46.1 | 49.3 | |
| CLIP-RSICDCategory=LR only, Input=LR, HR Usage (OBR)=0.000, Time (s)=11, Zero-shot evaluation=true2026.04 | 39.3 | 44.1 | |
| SAR (LR + nl. sampling)Category=Sparse observation, Input=LR+HR, HR Usage (OBR)=0.236, Time (s)=323, Zero-shot evaluation=true2026.04 | 37.9 | 35.4 |