Improved tactile speech perception and noise robustness using audio-to-tactile sensory substitution with amplitude envelope expansion
Mark D. Fletcher, Esma Akis, Carl A. Verschuur, Samuel W. Perry

TL;DR
This study shows that expanding the amplitude envelope in audio-to-tactile conversion improves speech perception, especially in noisy environments, for haptic hearing aids.
Contribution
The study introduces multi-band amplitude envelope expansion to enhance vowel features and improve noise robustness in tactile speech perception.
Findings
Envelope expansion improved vowel discrimination by 10.3% in quiet environments.
Overall phoneme discrimination improved by 9.6% in noisy conditions with envelope expansion.
The improvement was consistent for both vowels and consonants in noise.
Abstract
Recent advances in haptic technology could allow haptic hearing aids, which convert audio to tactile stimulation, to become viable for supporting people with hearing loss. A tactile vocoder strategy for audio-to-tactile conversion, which exploits these advances, has recently shown significant promise. In this strategy, the amplitude envelope is extracted from several audio frequency bands and used to modulate the amplitude of a set of vibro-tactile tones. The vocoder strategy allows good consonant discrimination, but vowel discrimination is poor and the strategy is susceptible to background noise. In the current study, we assessed whether multi-band amplitude envelope expansion can effectively enhance critical vowel features, such as formants, and improve speech extraction from noise. In 32 participants with normal touch perception, tactile-only phoneme discrimination with and without…
Genes, proteins, chemicals, diseases, species, mutations and cell lines named across the full text — each resolved to its canonical identifier and authoritative record.
Click any figure to enlarge with its caption.
Figure 1
Figure 2
Figure 3
Figure 4Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsTactile and Sensory Interactions · Hearing Loss and Rehabilitation · Multisensory perception and integration
