EMG
This page groups the current SSI review database by the real `modality:` tag `modality:emg`.
The list below includes every paper page that currently carries this technique label.
Papers
Cross-Modal Masking for Robust Silent Speech Synthesis Using sEMG and Lipreading
The paper advances silent speech synthesis by leveraging masked training to robustly fuse electromyography and lipreading, showing improved performance and resilience, but adaptation to laryngectomized users remains challenging.
A 1000-hour EEG-EMG-audio dataset of Japanese speech production
A 1020-hour multimodal EEG-EMG-audio dataset for Japanese overt speech vastly expands data resources, enabling diverse speech decoding and EEG research, though generalization is limited by three participants and no decoding benchmarks are presented.
Knowledge Distilled Ensemble Model for sEMG-based Silent Speech Interface
This paper delivers a practical spelling-focused sEMG silent speech system by compressing a ResNet ensemble into a lightweight model achieving 85.9% accuracy on the NATO alphabet with portable hardware, but remains limited to 5 young male subjects and speaker-dependent scenarios.
Sequence-to-Sequence Voice Reconstruction for Silent Speech in a Tonal Language
SSRNet innovatively applies duration-aware Seq2Seq modeling and tonal multitask learning to reconstruct intelligible Mandarin speech from facial sEMG signals, markedly improving performance over prior methods but remains speaker-dependent with limited deployment evaluation.
An Improved Model for Voicing Silent Speech
This paper substantially improves open-vocabulary silent speech voicing using learned convolutional EMG features, Transformer modeling, and phoneme supervision, reducing WER from 68.0% to 42.2% automatic and 32.3% human in a single-speaker lab setting.
Digital Voicing of Silent Speech
Core EMG SSI paper with real gains from target transfer.