From: Quantifying how urban landscape heterogeneity affects land surface temperature at multiple scales
Metric | Value range | Expected relationshipa | Equation |
---|---|---|---|
First-order texture | |||
Variance | ≥ 0 | H∼X | \( \sum \limits_i^{N_g}\sum \limits_j^{N_g}{\left(i-\upmu \right)}^2p\left(i,j\right) \) |
Mean | ≥ 0 | H∼X | \( \sum \limits_k^{N_g}{kp}_{x-y}(k) \) |
Second-order texture | |||
Contrast | ≥ 0 | H∼X | \( \sum \limits_i^{N_g}\sum \limits_j^{N_g}{\left(i-j\right)}^2{p}_d\left(i,j\right) \) |
Dissimilarity | ≥ 0 | H∼X | \( \sum \limits_i^{N_g}\sum \limits_j^{N_g}p\left(i,j\right)\left|i-j\right| \) |
Entropy | ≥ 0 | H∼X | \( -\sum \limits_i^{N_g}\sum \limits_j^{N_g}p\left(i,j\right)\mathit{\log}\left[p\left(i,j\right)\right] \) |
Homogeneity | ≥ 0; ≤ 1 | H∼−X | \( \sum \limits_i^{N_g}\sum \limits_j^{N_g}\frac{1}{1+{\left(i-j\right)}^2}{p}_d\left(i,j\right) \) |
Correlation | ≥ 0; ≤ 0 | H∼−X | \( \sum \limits_i^{N_g}\sum \limits_j^{N_g}{p}_d\left(i,j\right)\frac{\left(i-{\mu}_x\right)\left(j-{\mu}_y\right)}{\sigma_x{\sigma}_y} \) |
Energy | ≥ 0; ≤ 1 | H∼−X | \( \sum \limits_i^{N_g}\sum \limits_j^{N_g}{g}_{ig^2} \) |