Exploring Antenna Placement Configurations with a Radar-based Silent Speech Interface
Silent Speech Interfaces (SSIs) are systems developed to reconstruct speech based on non-acoustic bio-signals generated by brain, muscular or articulatory activity. A broad variety of sensing methods have been employed in SSIs, but determining a single optimal sensor configuration is generally a challenge. This work focuses on investigating sensing configurations for an on-body radar-based SSI and evaluating them based on their phoneme recognition performance. Audio and radar data were recorded synchronously by 8 native German speakers. One emitting and two receiving antennas were placed on the cheeks of each speaker in three different configurations, which were evaluated by nested cross-validated Support Vector Machines (SVMs). With these sensing configurations, higher accuracies than in previous works with on-body radar-based SSIs were achieved for individual speakers and for a multi-speaker evaluation. This work succeeds to produce an antenna placement guideline for future recordings with similar SSIs.
Authors
- Dirk Plettemeier (ORCID: https://orcid.org/0000-0001-8229-3932)
- Peter Birkholz (ORCID: https://orcid.org/0000-0003-0167-8123)
- João Vítor Possamai de Menezes (ORCID: https://orcid.org/0000-0002-7612-9754)
- Martin Schütze
- Petr Schaffer
Institutions
- Technische Universität Dresden (DE)
Publication Details
- Published
- 2025-03-12
- DOI
- https://doi.org/10.1109/icassp49660.2025.10890284
- Citations
- 1
- Primary Topic
- Speech Recognition and Synthesis
- Type
- article
- Field-Weighted Citation Impact
- 2.48
Funders
- Ministry of Education