Real-Time Speaker Independent Isolated Word Recognition on Banana Pi

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dc.authoridSARIBULUT, LUTFU/0000-0002-6183-9550
dc.contributor.authorDisken, Gokay
dc.contributor.authorSaribulut, Lutfu
dc.contributor.authorTufekci, Zekeriya
dc.contributor.authorCevik, Ulus
dc.date.accessioned2025-01-06T17:44:25Z
dc.date.available2025-01-06T17:44:25Z
dc.date.issued2018
dc.description10th International Conference on Electronics, Computers and Artificial Intelligence (ECAI) -- JUN 28-30, 2018 -- Iasi, ROMANIA
dc.description.abstractDevices controlled with voice commands have gained popularity over the last decade. To recognize an utterance, they usually require an internet connection, or use commercial programming libraries. Therefore, their flexibility is low, and algorithm update opportunities are limited. In this study, a speaker independent isolated word recognition algorithm, embedded in a single board computer, is proposed to recognize utterances in real-time. The proposed system neither requires an internet connection, nor uses external libraries. Mel Frequency Cepstral Coefficients and their deltas are used as feature vectors. Gaussian mixture models are utilized to define word models. Digits and some confirmation words of Turkish language are recorded ten times in one session from twenty-four individuals. Seven of these records are used for training, and the others for testing the system. The off-line experimental results showed that the system is working with 99.98%. In real-time experiments, the system's recognition accuracy was proficient for controlled environments.
dc.description.sponsorshipIEEE Romania Sect,IEEE Ind Applicat Soc,Univ Pitesti,Guvernul Romaniei,Univ Pitesti, Fac Electronica Comunicatii Calculatoare
dc.description.sponsorshipAdana Science and Technology SRU [17103031]
dc.description.sponsorshipThis work was supported by Adana Science and Technology SRU under project number 17103031.
dc.identifier.isbn978-1-5386-4901-5
dc.identifier.issn2378-7147
dc.identifier.urihttps://hdl.handle.net/20.500.14669/3052
dc.identifier.wosWOS:000467734100094
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.language.isoen
dc.publisherIEEE
dc.relation.ispartofProceedings of The 2018 10th International Conference on Electronics, Computers and Artificial Intelligence (Ecai)
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_20241211
dc.subjectspeech recognition
dc.subjectword recognition
dc.subjectreal-time recognition
dc.titleReal-Time Speaker Independent Isolated Word Recognition on Banana Pi
dc.typeConference Object

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