Semantic Segmentation (Cropland) on AI4SmallFarms
43.47mIoUGAIR Debias
Evaluation results
| Method | Links | |
|---|---|---|
| GAIR DebiasEncoder=ViT-B/8, Protocol=Fine-tuning Head2025.03 | 43.47 | |
| GAIREncoder=ViT-B/8, Protocol=Fine-tuning Head2025.03 | 43.35 | |
| GAIR w/o LocEncoder=ViT-B/8, Protocol=Fine-tuning Head2025.03 | 43.28 | |
| GAIR DebiasEncoder=ViT-B/8, Protocol=Full Fine-tuning2025.03 | 42.88 | |
| GAIREncoder=ViT-B/8, Protocol=Full Fine-tuning2025.03 | 42.51 | |
| GAIR w/o LocEncoder=ViT-B/8, Protocol=Full Fine-tuning2025.03 | 41.88 | |
| PrithviEncoder=ViT-B/16, Protocol=Full Fine-tuning2025.03 | 38.83 | |
| TaxaBindEncoder=ViT-B/16, Protocol=Fine-tuning Head2025.03 | 38.46 | |
| Scale-MAEEncoder=ViT-L/16, Protocol=Full Fine-tuning2025.03 | 38 | |
| MMEarthEncoder=ConvNeXtV2-Atto, Protocol=Fine-tuning Head2025.03 | 37.85 | |
| MMEarthEncoder=ConvNeXtV2-Atto, Protocol=Full Fine-tuning2025.03 | 37.85 | |
| CROMAEncoder=ViT-L/8, Protocol=Full Fine-tuning2025.03 | 37.84 | |
| DOFAEncoder=ViT-B/16, Protocol=Full Fine-tuning2025.03 | 37.84 | |
| RemoteCLIPEncoder=ViT-B/32, Protocol=Full Fine-tuning2025.03 | 37.71 | |
| GeoLinkEncoder=ViT-L/16, Protocol=Full Fine-tuning2025.03 | 37.7 | |
| GAIR-MAEEncoder=ViT-B/8, Protocol=Full Fine-tuning2025.03 | 37.12 | |
| TaxaBindEncoder=ViT-B/16, Protocol=Full Fine-tuning2025.03 | 36.6 | |
| S12-Data2VecEncoder=ViT-S/16, Protocol=Full Fine-tuning2025.03 | 35.9 | |
| S12-DINOEncoder=ViT-S/16, Protocol=Full Fine-tuning2025.03 | 35.4 | |
| MMEarth64Encoder=ConvNeXtV2-Atto, Protocol=Fine-tuning Head2025.03 | 35.1 | |
| S12-MoCoEncoder=ViT-S/16, Protocol=Full Fine-tuning2025.03 | 34.4 | |
| SpectralGPTEncoder=ViT-B/8, Protocol=Full Fine-tuning2025.03 | 33.61 | |
| GeoLinkEncoder=ViT-L/16, Protocol=Fine-tuning Head2025.03 | 33.18 | |
| MMEarth64Encoder=ConvNeXtV2-Atto, Protocol=Full Fine-tuning2025.03 | 32.82 | |
| DOFA-CLIPEncoder=ViT-SO400M/14, Protocol=Full Fine-tuning2025.03 | 32.74 | |
| S12-MAEEncoder=ViT-S/16, Protocol=Full Fine-tuning2025.03 | 32.67 | |
| DOFA-CLIPEncoder=ViT-SO400M/14, Protocol=Fine-tuning Head2025.03 | 32.21 | |
| GFM-SwinEncoder=Swin-B, Protocol=Fine-tuning Head2025.03 | 27.19 | |
| DOFAEncoder=ViT-B/16, Protocol=Fine-tuning Head2025.03 | 27.07 | |
| PrithviEncoder=ViT-B/16, Protocol=Fine-tuning Head2025.03 | 26.86 | |
| SpectralGPTEncoder=ViT-B/8, Protocol=Fine-tuning Head2025.03 | 26.75 | |
| SatlasNetEncoder=Swin-B, Protocol=Full Fine-tuning2025.03 | 26.34 | |
| GFM-SwinEncoder=Swin-B, Protocol=Full Fine-tuning2025.03 | 26.03 | |
| CROMAEncoder=ViT-L/8, Protocol=Fine-tuning Head2025.03 | 25.65 | |
| S12-DINOEncoder=ViT-S/16, Protocol=Fine-tuning Head2025.03 | 25.62 | |
| S12-MoCoEncoder=ViT-S/16, Protocol=Fine-tuning Head2025.03 | 25.38 | |
| SatlasNetEncoder=Swin-B, Protocol=Fine-tuning Head2025.03 | 25.13 | |
| RemoteCLIPEncoder=ViT-B/32, Protocol=Fine-tuning Head2025.03 | 25.12 | |
| S12-MAEEncoder=ViT-S/16, Protocol=Fine-tuning Head2025.03 | 24.69 | |
| S12-Data2VecEncoder=ViT-S/16, Protocol=Fine-tuning Head2025.03 | 24.23 | |
| GAIR-MAEEncoder=ViT-B/8, Protocol=Fine-tuning Head2025.03 | 22.77 | |
| Scale-MAEEncoder=ViT-L/16, Protocol=Fine-tuning Head2025.03 | 21.47 |