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cs.SD2018
NIPS4Bplus: a richly annotated birdsong audio dataset
Veronica Morfi, Yves Bas, Hanna Pamuła +2
Recent advances in birdsong detection and classification have approached a limit due to the lack of fully annotated recordings. In this paper, we present NIPS4Bplus, the first rich…
cs.LG2018
Deep Learning for Audio Transcription on Low-Resource Datasets
Veronica Morfi, Dan Stowell
In training a deep learning system to perform audio transcription, two practical problems may arise. Firstly, most datasets are weakly labelled, having only a list of events presen…
cs.SD2018
Data-Efficient Weakly Supervised Learning for Low-Resource Audio Event Detection Using Deep Learning
Veronica Morfi, Dan Stowell
We propose a method to perform audio event detection under the common constraint that only limited training data are available. In training a deep learning system to perform audio…