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Speech Reconstruction on ReSSInt laryngeal subjects (test)

40.5WERMasked Multimodal Speech Synthesis Framework
38.35652.82867.381.772Jun 8, 2026

Evaluation results

MethodLinks
Masked Multimodal Speech Synthesis FrameworkModality=sEMG + Lips (Multimodal), Setting=Full Model2026.0640.576.356.6
Masked Multimodal Speech Synthesis FrameworkModality=sEMG + Lips (Multimodal), Setting=w/o Random Masking2026.064476.257.2
Masked Multimodal Speech Synthesis FrameworkModality=Lip-only, Setting=w/o Random Masking2026.0654.572.856.8
Masked Multimodal Speech Synthesis FrameworkModality=Lip-only, Setting=Full model2026.0657.271.454.8
Masked Multimodal Speech Synthesis FrameworkModality=sEMG + Lips (Multimodal), Setting=w/o Phone Loss2026.0658.8—55.5
Masked Multimodal Speech Synthesis FrameworkModality=Lip-only, Setting=w/o Phone Loss2026.0662—56.1
Masked Multimodal Speech Synthesis FrameworkModality=sEMG-only, Setting=w/o Random Masking2026.0683.263.652
Masked Multimodal Speech Synthesis FrameworkModality=sEMG-only, Setting=w/o Phone Loss2026.0693.6—51.1
Masked Multimodal Speech Synthesis FrameworkModality=sEMG-only, Setting=Full model2026.0694.158.448.3