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ResearchFormerly WizWand

Semantic Segmentation (Burn Scars) on AI4SmallFarms

92.13mIoUDOFA-CLIP
71.475676.837882.287.5622Mar 20, 2025
Updated 6mo ago

Evaluation results

MethodLinks
DOFA-CLIPEncoder=ViT-SO400M/14, Protocol=Full Fine-tuning2025.0392.13
DOFAEncoder=ViT-B/16, Protocol=Full Fine-tuning2025.0387.36
GAIREncoder=ViT-B/8, Protocol=Full Fine-tuning2025.0387
GAIR DebiasEncoder=ViT-B/8, Protocol=Full Fine-tuning2025.0386.88
GAIR w/o LocEncoder=ViT-B/8, Protocol=Full Fine-tuning2025.0386.14
SatlasNetEncoder=Swin-B, Protocol=Full Fine-tuning2025.0385.21
CROMAEncoder=ViT-L/8, Protocol=Full Fine-tuning2025.0384.4
S12-DINOEncoder=ViT-S/16, Protocol=Full Fine-tuning2025.0384.36
S12-MoCoEncoder=ViT-S/16, Protocol=Full Fine-tuning2025.0384.15
S12-MAEEncoder=ViT-S/16, Protocol=Full Fine-tuning2025.0383.8
GAIR DebiasEncoder=ViT-B/8, Protocol=Fine-tuning Head2025.0383.78
GAIREncoder=ViT-B/8, Protocol=Fine-tuning Head2025.0383.26
GAIR w/o LocEncoder=ViT-B/8, Protocol=Fine-tuning Head2025.0382.94
S12-Data2VecEncoder=ViT-S/16, Protocol=Full Fine-tuning2025.0382.89
PrithviEncoder=ViT-B/16, Protocol=Fine-tuning Head2025.0382.67
MMEarthEncoder=ConvNeXtV2-Atto, Protocol=Full Fine-tuning2025.0382.51
MMEarth64Encoder=ConvNeXtV2-Atto, Protocol=Full Fine-tuning2025.0382.48
SpectralGPTEncoder=ViT-B/8, Protocol=Full Fine-tuning2025.0382.17
CROMAEncoder=ViT-L/8, Protocol=Fine-tuning Head2025.0381.95
S12-DINOEncoder=ViT-S/16, Protocol=Fine-tuning Head2025.0381.44
PrithviEncoder=ViT-B/16, Protocol=Full Fine-tuning2025.0381.41
S12-Data2VecEncoder=ViT-S/16, Protocol=Fine-tuning Head2025.0381.14
MMEarthEncoder=ConvNeXtV2-Atto, Protocol=Fine-tuning Head2025.0381
S12-MAEEncoder=ViT-S/16, Protocol=Fine-tuning Head2025.0380.86
S12-MoCoEncoder=ViT-S/16, Protocol=Fine-tuning Head2025.0380.76
SpectralGPTEncoder=ViT-B/8, Protocol=Fine-tuning Head2025.0380.47
GeoLinkEncoder=ViT-L/16, Protocol=Full Fine-tuning2025.0380.41
DOFA-CLIPEncoder=ViT-SO400M/14, Protocol=Fine-tuning Head2025.0380.4
SatlasNetEncoder=Swin-B, Protocol=Fine-tuning Head2025.0379.69
MMEarth64Encoder=ConvNeXtV2-Atto, Protocol=Fine-tuning Head2025.0379.58
GFM-SwinEncoder=Swin-B, Protocol=Full Fine-tuning2025.0379.39
DOFAEncoder=ViT-B/16, Protocol=Fine-tuning Head2025.0378.96
Scale-MAEEncoder=ViT-L/16, Protocol=Full Fine-tuning2025.0377.52
Scale-MAEEncoder=ViT-L/16, Protocol=Fine-tuning Head2025.0376.71
GeoLinkEncoder=ViT-L/16, Protocol=Fine-tuning Head2025.0376.33
GAIR-MAEEncoder=ViT-B/8, Protocol=Full Fine-tuning2025.0376.18
GFM-SwinEncoder=Swin-B, Protocol=Fine-tuning Head2025.0376.17
TaxaBindEncoder=ViT-B/16, Protocol=Full Fine-tuning2025.0375.88
TaxaBindEncoder=ViT-B/16, Protocol=Fine-tuning Head2025.0375.84
RemoteCLIPEncoder=ViT-B/32, Protocol=Fine-tuning Head2025.0375.55
GAIR-MAEEncoder=ViT-B/8, Protocol=Fine-tuning Head2025.0374.15
RemoteCLIPEncoder=ViT-B/32, Protocol=Full Fine-tuning2025.0372.27