414 citations · 709 across the 8 of their papers we have counts for
5 papers · 1 filter
ATGNN: Audio Tagging Graph Neural Network
Shubhr Singh, Christian J. Steinmetz, Emmanouil Benetos +2
Deep learning models such as CNNs and Transformers have achieved impressive performance for end-to-end audio tagging. Recent works have shown that despite stacking multiple layers,…
Polyphonic sound event detection for highly dense birdsong scenes
Alberto García Arroba Parrilla, Dan Stowell
One hour before sunrise, one can experience the dawn chorus where birds from different species sing together. In this scenario, high levels of polyphony, as in the number of overla…
On-bird Sound Recordings: Automatic Acoustic Recognition of Activities and Contexts
Dan Stowell, Emmanouil Benetos, Lisa F. Gill
We introduce a novel approach to studying animal behaviour and the context in which it occurs, through the use of microphone backpacks carried on the backs of individual free-flyin…
Acoustic Scene Classification
Daniele Barchiesi, Dimitrios Giannoulis, Dan Stowell +1
In this article we present an account of the state-of-the-art in acoustic scene classification (ASC), the task of classifying environments from the sounds they produce. Starting fr…
Automatic large-scale classification of bird sounds is strongly improved by unsupervised feature learning
Dan Stowell, Mark D. Plumbley
Automatic species classification of birds from their sound is a computational tool of increasing importance in ecology, conservation monitoring and vocal communication studies. To…