Semantic Segmentation (Burn Scars) on AI4SmallFarms
92.13mIoUDOFA-CLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| DOFA-CLIPEncoder=ViT-SO400M/14, Protocol=Full Fine-tuning2025.03 | 92.13 | |
| DOFAEncoder=ViT-B/16, Protocol=Full Fine-tuning2025.03 | 87.36 | |
| GAIREncoder=ViT-B/8, Protocol=Full Fine-tuning2025.03 | 87 | |
| GAIR DebiasEncoder=ViT-B/8, Protocol=Full Fine-tuning2025.03 | 86.88 | |
| GAIR w/o LocEncoder=ViT-B/8, Protocol=Full Fine-tuning2025.03 | 86.14 | |
| SatlasNetEncoder=Swin-B, Protocol=Full Fine-tuning2025.03 | 85.21 | |
| CROMAEncoder=ViT-L/8, Protocol=Full Fine-tuning2025.03 | 84.4 | |
| S12-DINOEncoder=ViT-S/16, Protocol=Full Fine-tuning2025.03 | 84.36 | |
| S12-MoCoEncoder=ViT-S/16, Protocol=Full Fine-tuning2025.03 | 84.15 | |
| S12-MAEEncoder=ViT-S/16, Protocol=Full Fine-tuning2025.03 | 83.8 | |
| GAIR DebiasEncoder=ViT-B/8, Protocol=Fine-tuning Head2025.03 | 83.78 | |
| GAIREncoder=ViT-B/8, Protocol=Fine-tuning Head2025.03 | 83.26 | |
| GAIR w/o LocEncoder=ViT-B/8, Protocol=Fine-tuning Head2025.03 | 82.94 | |
| S12-Data2VecEncoder=ViT-S/16, Protocol=Full Fine-tuning2025.03 | 82.89 | |
| PrithviEncoder=ViT-B/16, Protocol=Fine-tuning Head2025.03 | 82.67 | |
| MMEarthEncoder=ConvNeXtV2-Atto, Protocol=Full Fine-tuning2025.03 | 82.51 | |
| MMEarth64Encoder=ConvNeXtV2-Atto, Protocol=Full Fine-tuning2025.03 | 82.48 | |
| SpectralGPTEncoder=ViT-B/8, Protocol=Full Fine-tuning2025.03 | 82.17 | |
| CROMAEncoder=ViT-L/8, Protocol=Fine-tuning Head2025.03 | 81.95 | |
| S12-DINOEncoder=ViT-S/16, Protocol=Fine-tuning Head2025.03 | 81.44 | |
| PrithviEncoder=ViT-B/16, Protocol=Full Fine-tuning2025.03 | 81.41 | |
| S12-Data2VecEncoder=ViT-S/16, Protocol=Fine-tuning Head2025.03 | 81.14 | |
| MMEarthEncoder=ConvNeXtV2-Atto, Protocol=Fine-tuning Head2025.03 | 81 | |
| S12-MAEEncoder=ViT-S/16, Protocol=Fine-tuning Head2025.03 | 80.86 | |
| S12-MoCoEncoder=ViT-S/16, Protocol=Fine-tuning Head2025.03 | 80.76 | |
| SpectralGPTEncoder=ViT-B/8, Protocol=Fine-tuning Head2025.03 | 80.47 | |
| GeoLinkEncoder=ViT-L/16, Protocol=Full Fine-tuning2025.03 | 80.41 | |
| DOFA-CLIPEncoder=ViT-SO400M/14, Protocol=Fine-tuning Head2025.03 | 80.4 | |
| SatlasNetEncoder=Swin-B, Protocol=Fine-tuning Head2025.03 | 79.69 | |
| MMEarth64Encoder=ConvNeXtV2-Atto, Protocol=Fine-tuning Head2025.03 | 79.58 | |
| GFM-SwinEncoder=Swin-B, Protocol=Full Fine-tuning2025.03 | 79.39 | |
| DOFAEncoder=ViT-B/16, Protocol=Fine-tuning Head2025.03 | 78.96 | |
| Scale-MAEEncoder=ViT-L/16, Protocol=Full Fine-tuning2025.03 | 77.52 | |
| Scale-MAEEncoder=ViT-L/16, Protocol=Fine-tuning Head2025.03 | 76.71 | |
| GeoLinkEncoder=ViT-L/16, Protocol=Fine-tuning Head2025.03 | 76.33 | |
| GAIR-MAEEncoder=ViT-B/8, Protocol=Full Fine-tuning2025.03 | 76.18 | |
| GFM-SwinEncoder=Swin-B, Protocol=Fine-tuning Head2025.03 | 76.17 | |
| TaxaBindEncoder=ViT-B/16, Protocol=Full Fine-tuning2025.03 | 75.88 | |
| TaxaBindEncoder=ViT-B/16, Protocol=Fine-tuning Head2025.03 | 75.84 | |
| RemoteCLIPEncoder=ViT-B/32, Protocol=Fine-tuning Head2025.03 | 75.55 | |
| GAIR-MAEEncoder=ViT-B/8, Protocol=Fine-tuning Head2025.03 | 74.15 | |
| RemoteCLIPEncoder=ViT-B/32, Protocol=Full Fine-tuning2025.03 | 72.27 |