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Introduction to sound scene and event analysis

Research output: Chapter in Book/Report/Conference proceedingChapterScientificpeer-review

Details

Original languageEnglish
Title of host publicationComputational Analysis of Sound Scenes and Events
EditorsTuomas Virtanen, Mark D. Plumbley, Dan Ellis
Place of PublicationCham
PublisherSpringer
Pages3-12
ISBN (Electronic)978-3-319-63450-0
ISBN (Print)978-3-319-63449-4
DOIs
Publication statusPublished - 2018
Publication typeA3 Part of a book or another research book

Abstract

Developing computational systems requires methods for evaluating their performance to guide development and compare alternate approaches. A reliable evaluation procedure for a classification or recognition system will involve a standard dataset of example input data along with the intended target output, and well-defined metrics to compare the systems' outputs with this ground truth. This chapter examines the important factors in the design and construction of evaluation datasets and goes through the metrics commonly used in system evaluation, comparing their properties. We include a survey of currently available datasets for environmental sound scene and event recognition and conclude with advice for designing evaluation protocols.

Publication forum classification

Field of science, Statistics Finland