A computational study of auditory models in music recognition tasks for normalhearing and hearing-impaired listeners

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dc.contributor.authorFriedrichs, Klaus
dc.contributor.authorBauer, Nadja
dc.contributor.authorMartin, Rainer
dc.contributor.authorWeihs, Claus
dc.date.accessioned2016-11-23T12:24:15Z
dc.date.available2016-11-23T12:24:15Z
dc.date.issued2016
dc.description.abstractThe utility of auditory models for solving three music recognition tasks { onset detection, pitch estimation and instrument recognition { is analyzed. Appropriate features are introduced which enable the use of supervised classification. The auditory model-based approaches are tested in a comprehensive study and compared to state-of-the-art methods, which usually do not employ an auditory model. For this study, music data is selected according to an experimental design, which enables statements about performance differences with respect to specific music characteristics. The results confirm that the performance of music classification using the auditory model is at least comparable to the traditional methods. Furthermore, the auditory model is modified to exemplify the decrease of recognition rates in the presence of hearing deficits. The resulting system is a basis for estimating the intelligibility of music which in the future might be used for the automatic assessment of hearing instruments.en
dc.identifier.urihttp://hdl.handle.net/2003/35382
dc.identifier.urihttp://dx.doi.org/10.17877/DE290R-17423
dc.language.isoende
dc.relation.ispartofseriesDiscussion Paper / SFB823;65, 2016en
dc.subjectmusic recognitionen
dc.subjecthearing impairmenten
dc.subjectmusic intelligibilityen
dc.subjectauditory modelen
dc.subjectinstrument recognitionen
dc.subjectpitch estimationen
dc.subjectonset detectionen
dc.subjectclassificationen
dc.subject.ddc310
dc.subject.ddc330
dc.subject.ddc620
dc.subject.rswkMusikwahrnehmungde
dc.subject.rswkHörschädigungde
dc.subject.rswkMusikverstehende
dc.subject.rswkModellierungde
dc.subject.rswkOhrde
dc.subject.rswkKlassifikationde
dc.titleA computational study of auditory models in music recognition tasks for normalhearing and hearing-impaired listenersen
dc.typeTextde
dc.type.publicationtypeworkingPaperde
dcterms.accessRightsopen access

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Sonderforschungsbereich (SFB) 823