Retrieval-based recognition on Sentinel-2 NAIP (Novel split)
54.9mAP@100SAR (LR+HR, LLM)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SAR (LR+HR, LLM)Category=Full observation, Input=LR+HR, HR Usage (OBR)=1.000, Time (s)=984, Zero-shot evaluation=true2026.04 | 54.9 | 57.3 | |
| SAR (Only HR)Category=Full observation, Input=HR, HR Usage (OBR)=1.000, Time (s)=962, Zero-shot evaluation=true2026.04 | 54.1 | 57.4 | |
| Ours (Full)Category=Full observation, Input=LR+HR, HR Usage (OBR)=1.000, Time (s)=968, Zero-shot evaluation=true2026.04 | 53.9 | 59.2 | |
| OursCategory=Sparse observation, Input=LR+HR, HR Usage (OBR)=0.123, Time (s)=118, Zero-shot evaluation=true2026.04 | 52.2 | 58.6 | |
| SARCategory=Sparse observation, Input=LR+HR, HR Usage (OBR)=0.236, Time (s)=233, Zero-shot evaluation=true2026.04 | 50.2 | 56.4 | |
| SAR (KD)Category=LR only, Input=LR, HR Usage (OBR)=0.000, Time (s)=11, Zero-shot evaluation=true2026.04 | 49 | 50.3 | |
| Ours (LR)Category=LR only, Input=LR, HR Usage (OBR)=0.000, Time (s)=10, Zero-shot evaluation=true2026.04 | 46.8 | 49.5 | |
| SAR (LR + nl. sampling)Category=Sparse observation, Input=LR+HR, HR Usage (OBR)=0.236, Time (s)=323, Zero-shot evaluation=true2026.04 | 44 | 49.2 | |
| RemoteCLIPCategory=LR only, Input=LR, HR Usage (OBR)=0.000, Time (s)=11, Zero-shot evaluation=true2026.04 | 41.3 | 44 | |
| OpenCLIPCategory=LR only, Input=LR, HR Usage (OBR)=0.000, Time (s)=10, Zero-shot evaluation=true2026.04 | 39.2 | 44.7 | |
| CLIP-RSICDCategory=LR only, Input=LR, HR Usage (OBR)=0.000, Time (s)=11, Zero-shot evaluation=true2026.04 | 31.1 | 30.3 |