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Science in space: Robotic helpers

Science in space: Robotic helpers
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Japan
Acta-astronautica
Peggy-whitson
Luca-bondi
Gregorye-chamitoff
Stephent-kwok-choon
Technology-for-space
Japan-aerospace-exploration-agency
Aerospace-conference
International-conference-on-acoustics
Soundsee-mission
Robotic-helpers

Science in Space: Robotic Helpers

A high-performance neuroprosthesis for speech decoding and avatar control

Speech neuroprostheses have the potential to restore communication to people living with paralysis, but naturalistic speed and expressivity are elusive1. Here we use high-density surface recordings of the speech cortex in a clinical-trial participant with severe limb and vocal paralysis to achieve high-performance real-time decoding across three complementary speech-related output modalities: text, speech audio and facial-avatar animation. We trained and evaluated deep-learning models using neural data collected as the participant attempted to silently speak sentences. For text, we demonstrate accurate and rapid large-vocabulary decoding with a median rate of 78 words per minute and median word error rate of 25%. For speech audio, we demonstrate intelligible and rapid speech synthesis and personalization to the participant’s pre-injury voice. For facial-avatar animation, we demonstrate the control of virtual orofacial movements for speech and non-speech communic

United-states
Turkey
American
Turk
Paulh-brookes
Jd-organization
International-conference-on-learning-representations
Pacific-rim-conference-on-communications-computers
International-conference-on-machine
Virtual-user-forum
Curran-associates

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