AI can track a single bird over time—based solely on its song

A machine-learning method identified individual male ovenbirds from their songs and linked recordings to birds with up to 96% accuracy in a validation dataset. Acoustic tracking could reduce the need to capture and band birds for some population studies, although the method has so far been tested on one species and still needs ground-truth validation for new species.