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William J. Davies

2 accepted papers

2019

Acoustic Event Detection from Weakly Labeled Data Using Auditory Salience

ICASSP 2019accepted

Acoustic Event Detection (AED) is an important task of machine listening which, in recent years, has been addressed using common machine learning methods like Non-negative Matrix Factorization (NMF) or deep learning. However, most of these approaches do not take into consideration the way that human…

Cited by 0SourceScholar
2019

Generalisation in Environmental Sound Classification: The 'Making Sense of Sounds' Data Set and Challenge

ICASSP 2019accepted

Humans are able to identify a large number of environmental sounds and categorise them according to high-level semantic categories, e.g. urban sounds or music. They are also capable of generalising from past experience to new sounds when applying these categories. In this paper we report on the crea…

Cited by 0SourceScholar