Classification on AID
97.76OACoDe-MAE
Evaluation Results
| Method | Links | |
|---|---|---|
| CoDe-MAEBackbone=HiViT-B, Training Ratio=20%2026.04 | 97.76 | |
| SkySenseBackbone=Swin V2-H, Training Ratio=20%2026.04 | 97.68 | |
| SelectiveMAEBackbone=ViT-L, Training Ratio=20%2026.04 | 97.25 | |
| RVSABackbone=ViT-B+RVSA, Training Ratio=20%2026.04 | 97.03 | |
| RingMoBackbone=Swin-B, Training Ratio=20%2026.04 | 96.9 | |
| MaRSBackbone=Swin V2-B, Training Ratio=20%2026.04 | 96.84 | |
| SelectiveMAEBackbone=ViT-B, Training Ratio=20%2026.04 | 96.78 | |
| ScaleMAEBackbone=ViT-L, Training Ratio=20%2026.04 | 96.44 | |
| GFMBackbone=Swin-B, Training Ratio=20%2026.04 | 95.47 | |
| SatMAEBackbone=ViT-L, Training Ratio=20%2026.04 | 95.02 | |
| SatLasBackbone=Swin-B, Training Ratio=20%2026.04 | 94.96 | |
| RemoteCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 87.3 | |
| RemoteCLIPARCH=RN-50, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 81.9 | |
| RemoteCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 80.9 | |
| SigLIP2ARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 76.2 | |
| SigLIPARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 76.1 | |
| MetaCLIP-2.5BARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 74.6 | |
| GeoRSCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 74.5 | |
| SkyCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 72.5 | |
| GeoRSCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 72 | |
| SigLIP2ARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 71.8 | |
| MetaCLIP-400MARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 71.4 | |
| CLIP LAION-RSARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 70.7 | |
| CLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 70.3 | |
| SigLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 69.9 | |
| CLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 69.3 | |
| MetaCLIP-2.5BARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 69.2 | |
| MetaCLIP-400MARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.06 | 67.8 |