4 papers
ChiroEcho: extending automated bat vocalisation classification beyond the learned taxonomy
Burooj Ghani, Welmoed Eversteijn, Milan van Hirtum +4
Bats are key indicators of ecosystem health and are protected throughout Europe, making reliable population monitoring a conservation priority. Their cryptic nocturnal lifestyle ma…
Torus embeddings
Dan Stowell
Many data representations are vectors of continuous values. In particular, deep learning embeddings are data-driven representations, typically either unconstrained in Euclidean spa…
Clustering and novel class recognition: evaluating bioacoustic deep learning feature extractors
Vincent S. Kather, Burooj Ghani, Dan Stowell
In computational bioacoustics, deep learning models are composed of feature extractors and classifiers. The feature extractors generate vector representations of the input sound se…
InsectSet459: an open dataset of insect sounds for bioacoustic machine learning
Marius FaiÃ, Burooj Ghani, Dan Stowell
Automatic recognition of insect sound could help us understand changing biodiversity trends around the world -- but insect sounds are challenging to recognize even for deep learnin…