Cross-Modal Masking for Robust Silent Speech Synthesis Using sEMG and Lipreading
Speech restoration through silent speech interfaces (SSIs) has emerged as a promising assistive technology for individuals with impaired or absent laryngeal voice production. Among non-invasive SSI modalities, surface electromyography (sEMG) and video-based lipreading provide complementary articulatory information, yet their integration for continuous speech synthesis remains underexplored. Moreover, existing multimodal approaches rarely address robustness to modality degradation or temporary sensor failure, limiting their applicability in realistic scenarios. In this work, we propose a masked multimodal speech synthesis framework that jointly leverages sEMG and lipreading signals through...
| Authors | Eder del Blanco, David Gimeno-Gómez, Eva Navas et al. |
|---|---|
| Primary category | eess.AS |
| Published | 8 June 2026 |
| Last updated at source | 8 June 2026 |
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