Table 1 Summary of signal classification methods and their weighted average performance on the firefly flash pattern dataset.
From: Embracing firefly flash pattern variability with data-driven species classification
Metric | Precision | Recall | ||
|---|---|---|---|---|
Literature | Population reference | Literature | Population reference | |
SVM | 0.67 | \(0.75 \pm 0.0046\) | 0.10 | \(0.38 \pm 0.015\) |
Jaccard index | 0.57 | \(0.79 \pm 0.0056\) | 0.27 | \(0.29 \pm 0.021\) |
Dot product | 0.57 | \(0.53 \pm 0.017\) | 0.41 | \(0.31 \pm 0.027\) |
Dynamic time warping | 0.73 | \(0.77 \pm 0.0040\) | 0.12 | \(0.47 \pm 0.0052\) |
RNN | \(0.83 \pm 0.0014\) | \(0.64 \pm 0.0020\) | ||
