Pasture Biomass Estimation on CSIRO n=357 (5-fold stratified group cross-validation)
0.903Weighted R^2DINOv3+GDWC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DINOv3+GDWCBackbone=DINOv3-L, Fusion=2× GDWC, Metadata=No2026.03 | 0.903 | 0.064 | |
| DINOv2+GDWCBackbone=DINOv2-L, Fusion=2× GDWC, Metadata=No2026.03 | 0.853 | 0.097 | |
| DINOv3+CVGABackbone=DINOv3-L, Fusion=2× CVGA, Metadata=No2026.03 | 0.833 | 0.051 | |
| DINOv3+CVGA+MBackbone=DINOv3-L, Fusion=2× CVGA, Metadata=Yes2026.03 | 0.83 | 0.05 | |
| DINOv3+BidirM+MBackbone=DINOv3-L, Fusion=2× BidirM, Metadata=Yes2026.03 | 0.829 | 0.042 | |
| DINOv3+GDWC+MBackbone=DINOv3-L, Fusion=2× GDWC, Metadata=Yes2026.03 | 0.829 | 0.045 | |
| DINOv3+Identity+MBackbone=DINOv3-L, Fusion=Identity, Metadata=Yes2026.03 | 0.828 | 0.053 | |
| DINOv3+1×GDWCBackbone=DINOv3-L, Fusion=1× GDWC, Metadata=No2026.03 | 0.821 | 0.034 | |
| DINOv3+IdentityBackbone=DINOv3-L, Fusion=Identity, Metadata=No2026.03 | 0.819 | 0.055 | |
| DINOv3+BidirMambaBackbone=DINOv3-L, Fusion=2× BidirM, Metadata=No2026.03 | 0.819 | 0.051 | |
| DINOv3+4×GDWCBackbone=DINOv3-L, Fusion=4× GDWC, Metadata=No2026.03 | 0.814 | 0.039 | |
| DINOv3+FullMambaBackbone=DINOv3-L, Fusion=2× Mamba, Metadata=No2026.03 | 0.793 | 0.034 | |
| VMamba+MambaBackbone=VMamba-B, Fusion=2× Mamba, Metadata=Yes2026.03 | 0.743 | 0.048 | |
| VMamba+MambaBackbone=VMamba-B, Fusion=2× Mamba, Metadata=No2026.03 | 0.717 | 0.052 | |
| EfficientNet-B3Backbone=EffNet-B3, Fusion=Single-view, Metadata=No2026.03 | 0.555 | 0.084 | |
| Median PredictorBackbone=None, Fusion=None, Metadata=No2026.03 | -0.065 | 0.006 | |
| DINOv2+ConvNeXt ZSBackbone=ViT-B/14, Fusion=Ensemble, Metadata=No2026.03 | -1.999 | 0.341 |