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Sound Event Detection: A tutorial

Annamaria MesarosComputing Sciences, Tampere University, Tampere, FinlandToni HeittolaComputing Sciences, Tampere University, Tampere, 33720, FinlandTuomas VirtanenFaculty of Information Technology and Communication Sciences, Tampere University, Tampere, FI-33720, FinlandMark D. PlumbleyCentre for Vision, Speech and Signal Processing (CVSSP), University of Surrey, Guildford, GU2 7XH, United Kingdom of Great Britain and Northern Ireland
2021en
ABI

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Imagine standing on a street corner in the city. With your eyes closed you can hear and recognize a succession of sounds: cars passing by, people speaking, their footsteps when they walk by, and the continuous falling of rain. The recognition of all these sounds and interpretation of the perceived scene as a city street soundscape comes naturally to humans. It is, however, the result of years of "training": encountering and learning associations among the vast varieties of sounds in everyday life, the sources producing these sounds, and the names given to them.

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