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- W4308945013 abstract "Silent Speech Decoding (SSD), based on articulatory neuromuscular activities, has become a prevalent task of Brain-Computer Interface (BCI) in recent years. Many works have been devoted to decoding surface electromyography (sEMG) from articulatory neuromuscular activities. However, restoring silent speech in tonal languages such as Mandarin Chinese is still difficult. This paper proposes an optimized Sequence-to-Sequence (Seq2Seq) approach to synthesize voice from the sEMG-based silent speech. We extract duration information to regulate the sEMG-based silent speech using the audio length. Then, we provide a deep-learning model with an encoder-decoder structure and a state-of-art vocoder to generate the audio waveform. Experiments based on six Mandarin Chinese speakers demonstrate that the proposed model can successfully decode silent speech in Mandarin Chinese and achieve a character error rate (CER) of 6.41% on average with human evaluation." @default.
- W4308945013 created "2022-11-19" @default.
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- W4308945013 date "2021-07-31" @default.
- W4308945013 modified "2023-10-18" @default.
- W4308945013 title "Sequence-to-Sequence Voice Reconstruction for Silent Speech in a Tonal Language" @default.
- W4308945013 doi "https://doi.org/10.48550/arxiv.2108.00190" @default.
- W4308945013 hasPublicationYear "2021" @default.
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