Real-Time Speaker Independent Isolated Word Recognition on Banana Pi

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dc.contributor.authorDisken, Gokay
dc.contributor.authorSaribulut, Lutfu
dc.contributor.authorTufekci, Zekeriya
dc.contributor.authorCevik, Ulus
dc.date.accessioned2025-01-06T17:29:42Z
dc.date.available2025-01-06T17:29:42Z
dc.date.issued2018
dc.description10th International Conference on Electronics, Computers and Artificial Intelligence, ECAI 2018 -- 28 June 2018 through 30 June 2018 -- Iasi -- 146804
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 realtime. 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. © 2018 IEEE.
dc.description.sponsorshipAdana Science and Technology SRU, (17103031)
dc.identifier.doi10.1109/ECAI.2018.8679024
dc.identifier.isbn978-153864901-5
dc.identifier.scopus2-s2.0-85064627847
dc.identifier.urihttps://doi.org/10.1109/ECAI.2018.8679024
dc.identifier.urihttps://hdl.handle.net/20.500.14669/1279
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherInstitute of Electrical and Electronics Engineers Inc.
dc.relation.ispartofProceedings of the 10th International Conference on Electronics, Computers and Artificial Intelligence, ECAI 2018
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_20241211
dc.subjectRealtime recognition
dc.subjectSpeech recognition
dc.subjectWord recognition
dc.titleReal-Time Speaker Independent Isolated Word Recognition on Banana Pi
dc.typeConference Object

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