novel voiceprint using ensembled Mel-Chromagram for speaker recognition

نویسندگان

چکیده

This research paper proposes a novel voiceprint generation methodology for recognizing the speakers registered in system. The proposed is keyword-dependent closed set speaker classification task. features used are Mel-Spectrogram, Chromagram, MFCC and new ensembled feature called Mel-Chroma. Mel-Chroma generated with combination of Mel-spectrogram Chromagram. spectrogram converted into binary image by using average as threshold. recurrent neural network model LSTM task dataset FSDD. method has higher accuracy than state-of-art methods specific obtained 98.33%.

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ژورنال

عنوان ژورنال: International Journal of Health Sciences (IJHS)

سال: 2022

ISSN: ['2550-6978', '2550-696X']

DOI: https://doi.org/10.53730/ijhs.v6ns4.10404