Table 3 Correlation between mean patch area in ha, total class cover in ha, and compactness of patches (mean smallest circumscribing circle) and F1-score.
From: Consumer-grade UAV imagery facilitates semantic segmentation of species-rich savanna tree layers
Model | Training data | Test data | ||||
|---|---|---|---|---|---|---|
Mean patch area | Class area | Compactness | Mean patch area | Class area | Compactness | |
U256 | 186 | 0.253* | 0.874 | 145 | − 0.122 | − 0.194 |
U512 | 139 | 0.125 | − 0.373 | − 36.2 | − 0.0615 | 0.283 |
U1024 | 147 | 0.254* | 1.49 | 127 | 0.0418 | 0.957 |
F256 | 78.6 | 0.244 | 1.13 | 150 | − 0.185 | − 0.734 |
F512 | 20.3 | 0.297* | 2.57 | 133 | − 0.122 | − 0.344 |
F1024 | − 142 | 0.186 | 2.94 | − 82.4 | − 0.0717 | 0.815 |
D256 | 99.3 | 0.241 | 1.03 | 155 | − 0.154 | − 0.368 |
D512 | 115 | 0.187 | − 0.502 | 115 | − 0.174 | − 0.743 |
D1024 | 5.47 | 0.248* | 1.3 | 88.1 | − 0.081 | − 0.073 |