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Absolute Eye Gaze Estimation With Biosensors in Hearing Aids

Favre-Felix, Antoine (author)
Eriksholm Res Ctr, Denmark; Tech Univ Denmark, Denmark
Graversen, Carina (author)
Eriksholm Res Ctr, Denmark
Bhuiyan, Tanveer A. (author)
Eriksholm Res Ctr, Denmark
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Skoglund, Martin (author)
Linköpings universitet,Reglerteknik,Tekniska fakulteten,Eriksholm Res Ctr, Denmark
Rotger-Griful, Sergi (author)
Eriksholm Res Ctr, Denmark
Rank, Mike Lind (author)
UNEEG Med AS, Denmark
Dau, Torsten (author)
Tech Univ Denmark, Denmark
Lunner, Thomas (author)
Linköpings universitet,Reglerteknik,Tekniska fakulteten,Institutet för handikappvetenskap (IHV),Eriksholm Res Ctr, Denmark; Tech Univ Denmark, Denmark
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 (creator_code:org_t)
2019-12-05
2019
English.
In: Frontiers in Neuroscience. - : Frontiers Media S.A.. - 1662-4548 .- 1662-453X. ; 13
  • Journal article (peer-reviewed)
Abstract Subject headings
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  • People with hearing impairment typically have difficulties following conversations in multi-talker situations. Previous studies have shown that utilizing eye gaze to steer audio through beamformers could be a solution for those situations. Recent studies have shown that in-ear electrodes that capture electrooculography in the ear (EarEOG) can estimate the eye-gaze relative to the head, when the head was fixed. The head movement can be estimated using motion sensors around the ear to create an estimate of the absolute eye-gaze in the room. In this study, an experiment was designed to mimic a multi-talker situation in order to study and model the EarEOG signal when participants attempted to follow a conversation. Eleven hearing impaired participants were presented speech from the DAT speech corpus (Bo Nielsen et al., 2014), with three targets positioned at -30 degrees, 0 degrees and +30 degrees azimuth. The experiment was run in two setups: one where the participants had their head fixed in a chinrest, and the other where they were free to move their head. The participants task was to focus their visual attention on an LED-indicated target that changed regularly. A model was developed for the relative eye-gaze estimation, taking saccades, fixations, head movement and drift from the electrode-skin half-cell into account. This model explained 90.5% of the variance of the EarEOG when the head was fixed, and 82.6% when the head was free. The absolute eye-gaze was also estimated utilizing that model. When the head was fixed, the estimation of the absolute eye-gaze was reliable. However, due to hardware issues, the estimation of the absolute eye-gaze when the head was free had a variance that was too large to reliably estimate the attended target. Overall, this study demonstrated the potential of estimating absolute eye-gaze using EarEOG and motion sensors around the ear.

Subject headings

TEKNIK OCH TEKNOLOGIER  -- Medicinteknik -- Annan medicinteknik (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Medical Engineering -- Other Medical Engineering (hsv//eng)

Keyword

eye gaze estimation; electrooculography; EarEOG; inertial sensors; head tracking; hearing aids; hearing-impaired

Publication and Content Type

ref (subject category)
art (subject category)

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