Table 1 Comparison between different distance metrics used to calculate the PANN change score for different natural disaster classes.
From: Training-free AI for earth observation change detection using physics aware neuromorphic networks
Distance metric | Fires | Floods | Hurricanes | Landslides |
---|---|---|---|---|
Euclidean | \(90.084 \pm 0.007\) | \(42.79 \pm 0.04\) | \(43.1 \pm 0.07\) | \(27.38 \pm 0.09\) |
Cosine | \(86.71 \pm 0.01\) | \(39.36 \pm 0.03\) | \(22.50 \pm 0.01\) | \(35.2 \pm 0.2\) |
Correlation | \(\mathbf {93.66 \pm 0.01}\) | \(\mathbf {59.26 \pm 0.02}\) | \(\mathbf {76.51 \pm 0.05}\) | \(\mathbf {73.5 \pm 0.2}\) |