Evaluation of Zero Frequency Filtering based Method for Multi-pitch Streaming of Concurrent Speech Signals

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.authorBouafif Mansali, Mariemen_US
dc.contributor.authorBäckström, Tomen_US
dc.contributor.authorLachiri, Zieden_US
dc.contributor.departmentDepartment of Signal Processing and Acousticsen
dc.contributor.groupauthorSpeech Interaction Technologyen
dc.contributor.organizationUniversite El Manar-Tunisen_US
dc.date.accessioned2020-11-06T11:40:50Z
dc.date.available2020-11-06T11:40:50Z
dc.date.issued2021-01-24en_US
dc.description.abstractMultiple pitch streaming from a mixture is a challenging problem for signal processing and especially for speech separation. In this paper, we use a Zero frequency filtering (ZFF) based new system to stream pitch of multiple concurrent speakers. We propose a workflow to estimate pitch values of all sources in each single frame then streaming them into trajectories, each corresponding to a distinct source. The method consists of detecting and localizing the involved speakers in a mixture, followed by a ZFF based approach where involved speakers’ pitches are iteratively streamed from the observed mixture. The robustness of the proposed system is tested over two, and three overlapping speech mixtures collected in reverberant environment. The results indicate that our proposal brings ZFF to a competitive level with another recently proposed streaming approach.en
dc.description.versionPeer revieweden
dc.format.extent5
dc.format.mimetypeapplication/pdfen_US
dc.identifier.citationBouafif Mansali, M, Bäckström, T & Lachiri, Z 2021, Evaluation of Zero Frequency Filtering based Method for Multi-pitch Streaming of Concurrent Speech Signals. in 28th European Signal Processing Conference, EUSIPCO 2020 - Proceedings., 9287322, European Signal Processing Conference, European Association For Signal and Image Processing, pp. 286-290, European Signal Processing Conference, Amsterdam, Netherlands, 24/08/2020. https://doi.org/10.23919/Eusipco47968.2020.9287322en
dc.identifier.doi10.23919/Eusipco47968.2020.9287322en_US
dc.identifier.isbn978-9-0827-9705-3
dc.identifier.issn2219-5491
dc.identifier.issn2076-1465
dc.identifier.otherPURE UUID: efeabe2b-d597-4274-b12e-752faeb08adben_US
dc.identifier.otherPURE ITEMURL: https://research.aalto.fi/en/publications/efeabe2b-d597-4274-b12e-752faeb08adben_US
dc.identifier.otherPURE LINK: http://www.scopus.com/inward/record.url?scp=85099297571&partnerID=8YFLogxK
dc.identifier.otherPURE LINK: https://www.eurasip.org/Proceedings/Eusipco/Eusipco2020/pdfs/0000286.pdfen_US
dc.identifier.otherPURE FILEURL: https://research.aalto.fi/files/52518177/Evaluation_of_zero_frequency_filtering_based_method.pdfen_US
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/47491
dc.identifier.urnURN:NBN:fi:aalto-202011066383
dc.language.isoenen
dc.relation.ispartofEuropean Signal Processing Conferenceen
dc.relation.ispartofseries28th European Signal Processing Conference, EUSIPCO 2020 - Proceedingsen
dc.relation.ispartofseriespp. 286-290en
dc.relation.ispartofseriesEuropean Signal Processing Conferenceen
dc.rightsopenAccessen
dc.subject.keywordpitch estimationen_US
dc.subject.keywordZero frequency filteringen_US
dc.subject.keywordEpochsen_US
dc.subject.keywordmultipitchen_US
dc.subject.keywordstreamingen_US
dc.titleEvaluation of Zero Frequency Filtering based Method for Multi-pitch Streaming of Concurrent Speech Signalsen
dc.typeA4 Artikkeli konferenssijulkaisussafi
dc.type.versionpublishedVersion

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