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Adaptive filtering for high quality HMM based speech synthesis

dc.contributor.authorCoelho, Luís
dc.contributor.authorBraga, Daniela
dc.date.accessioned2016-02-05T17:05:45Z
dc.date.available2016-02-05T17:05:45Z
dc.date.issued2008
dc.description.abstractIn this work an adaptive filtering scheme based on a dual Discrete Kalman Filtering (DKF) is proposed for Hidden Markov Model (HMM) based speech synthesis quality enhancement. The objective is to improve signal smoothness across HMMs and their related states and to reduce artifacts due to acoustic model's limitations. Both speech and artifacts are modelled by an autoregressive structure which provides an underlying time frame dependency and improves time-frequency resolution. Themodel parameters are arranged to obtain a combined state-space model and are also used to calculate instantaneous power spectral density estimates. The quality enhancement is performed by a dual discrete Kalman filter that simultaneously gives estimates for the models and the signals. The system's performance has been evaluated using mean opinion score tests and the proposed technique has led to improved results.pt_PT
dc.identifier.citationCoelho, L., & Braga, D. (2008). Adaptive filtering for high quality hmm based speech synthesis. 2008 IEEE Spoken Language Technology Workshop. Institute of Electrical & Electronics Engineers (IEEE). http://doi.org/10.1109/slt.2008.4777835
dc.identifier.doi10.1109/SLT.2008.4777835pt_PT
dc.identifier.isbn978-1-4244-3472-5
dc.identifier.isbn978-1-4244-3471-8
dc.identifier.urihttp://hdl.handle.net/10400.22/7639
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.publisherIEEEpt_PT
dc.relation.publisherversionhttp://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=4777835&tag=1pt_PT
dc.subjectKalman filteringpt_PT
dc.subjectSpectral Analysispt_PT
dc.titleAdaptive filtering for high quality HMM based speech synthesispt_PT
dc.typeconference object
dspace.entity.typePublication
oaire.citation.conferencePlaceGoa, Indiapt_PT
oaire.citation.endPage44pt_PT
oaire.citation.startPage41pt_PT
oaire.citation.titleSpoken Language Technology Workshoppt_PT
person.familyNameCoelho
person.givenNameLuís
person.identifier.orcid0000-0001-7123-0450
rcaap.rightsopenAccesspt_PT
rcaap.typeconferenceObjectpt_PT
relation.isAuthorOfPublication7927657d-8c14-4754-bde9-e5b6d45b8435
relation.isAuthorOfPublication.latestForDiscovery7927657d-8c14-4754-bde9-e5b6d45b8435

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