Height Estimation on Quebec Trees (test)
89.28Delta 1.25 (%)DINOvTree-L
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DINOvTree-LParam. (M)=3282026.03 | 89.28 | 0.0171 | 1.12 | 1.46 | |
| DINOvTree-BParam. (M)=1002026.03 | 88.29 | 0.0185 | 1.17 | 1.54 | |
| DINOv3-LParam. (M)=606, Frozen Backbone=false2026.03 | 88.03 | 0.0186 | 1.17 | 1.53 | |
| DINOv3-BParam. (M)=1712026.03 | 86.35 | 0.021 | 1.25 | 1.62 | |
| PECore-BParam. (M)=1872026.03 | 84.85 | 0.0231 | 1.29 | 1.68 | |
| ConvNext-BParam. (M)=1752026.03 | 84.82 | 0.0247 | 1.32 | 1.71 | |
| AnySatParam. (M)=2502026.03 | 78.03 | 0.0335 | 1.57 | 2.04 | |
| SwinV2-BParam. (M)=1742026.03 | 77.39 | 0.0338 | 1.73 | 2.17 | |
| Mask R-CNNParam. (M)=88, Variant=variant from [22, 27]2026.03 | 74.34 | 0.0409 | 1.73 | 2.26 | |
| MambaVision-BParam. (M)=1932026.03 | 68.47 | 0.6019 | 2.36 | 3.42 | |
| ResNet50Param. (M)=472026.03 | 68.16 | 0.0545 | 1.96 | 2.48 | |
| ResNet50 w/ DSMParam. (M)=47, Input=RGB + DSM2026.03 | 68.11 | 0.0512 | 1.96 | 2.47 | |
| DINOv3-LParam. (M)=606, Frozen Backbone=true2026.03 | 58.28 | 0.0842 | 2.48 | 3.06 | |
| DINOv3-L-SatParam. (M)=606, Frozen Backbone=true2026.03 | 53.07 | 0.1071 | 2.81 | 3.4 | |
| Allometric equationsParam. (M)=0, Oracle=true2026.03 | 48.74 | 0.1097 | 2.98 | 3.73 |