Towards Inclusive External Human-Machine Interface: Exploring the Effects of Visual and Auditory eHMI for Deaf and Hard-of-Hearing People
This is a solid, population-expanding CHI paper: it does not merely tweak an eHMI design, but re-frames the problem around Deaf and Hard-of-Hearing pedestrians and backs that move with both formative and experimental evidence. The contribution is strongest as a scoped empirical finding plus design guidance, not as a universal eHMI theory.
Axes Lens
Rare contribution shape, typical evidence profile. The point here is not a score. It is to show what kind of claim the paper makes, and whether the evidence pattern is unusual or baseline in this 268 -review set.
Contribution shape
- Knowledge form
- descriptive knowledge typical · 92/268
- Novelty type
- empirical finding typical · 68/268
- Abstraction level
- task typical · 36/268
- Generalization target
- user population typical · 75/268
- Validation mode
- mixed methods typical · 136/268
Evidence profile
- Evidence strength
- strong typical · 158/268
- Claim alignment
- strong typical · 231/268
- Overclaim risk
- medium typical · 210/268
Review Summary
This paper’s main value is that it shifts eHMI research from a generic pedestrian model to an explicitly inclusive one, with Deaf and Hard-of-Hearing people treated as a first-class user population rather than an afterthought. The abstract and contribution framing make the gap clear: prior work had not attended to DHH people, and the authors respond with a two-stage program that combines formative focus groups with a VR user study. That is a meaningful departure from common practice in this area, because it couples stakeholder-informed requirement gathering with controlled evaluation instead of assuming that existing eHMI concepts transfer unchanged. The novelty is not a new theory or a radically new interaction primitive; it is a population-specific empirical package that produces design requirements and measurable effects for visual versus auditory eHMIs. The validation is reasonably strong for the claims made: 32 participants, including 16 DHH, in a controlled non-signalised crossing scenario, with outcomes spanning trust, usefulness, perceived safety, gaze, and stepping behavior. Importantly, the results are differentiated rather than uniformly positive: both visual and auditory eHMIs improved subjective judgments, but only visual eHMIs changed several behavioral measures. That nuance strengthens the paper because it avoids collapsing perception and action into one effect. The limitations are also clearly scoped in the provided evidence: the study is tied to one controlled scenario, one UK setting, one experimental session, and a narrow set of modalities. So the paper should be read as a strong, well-bounded contribution to inclusive AV interface design, with the most defensible claim being that DHH-centered eHMI evaluation reveals both shared and modality-specific effects that generic pedestrian studies would miss.
What Changed
Canon before
eHMI work has largely centered on general pedestrian communication and signal design, with little explicit attention to Deaf and Hard-of-Hearing pedestrians or to comparing visual versus auditory eHMI effects for that population.
Departure from common sense
The paper directly contests the default assumption that eHMI design can be evaluated for a generic pedestrian audience by stating that prior work gave no attention to Deaf and Hard-of-Hearing people, then centering DHH participants in both formative and experimental evaluation.
Actual novelty
The paper’s novelty is a first formative focus-group study with DHH people and stakeholders, paired with a first VR user study involving DHH participants to compare visual and auditory eHMIs for AV-pedestrian crossing. That combination yields population-specific design requirements and empirical effects rather than only a generic eHMI comparison.
Evidence
The evidence supports a mixed-methods contribution: a formative focus-group phase to extract design requirements, followed by a controlled VR user study with 32 participants, including 16 DHH. The reported findings distinguish perceptual outcomes from behavioral outcomes: both visual and auditory eHMIs improved trust, usefulness, and perceived safety, while only visual eHMIs changed several crossing-behavior measures. The paper also explicitly states scope limits around a single controlled non-signalised crossing, UK-only testing, and a single experimental session.
“ 3 Formative Study As there is a lack of work in eHMI with Deaf and Hard-of-Hearing (HoH) people, we first conducted a formative study with two focus groups (a Deaf-focused group for profoundly deaf people and a HoH-focused group for mild to severe hearing loss people) to gain insights from DHH people and key stakeholders (1) regarding high-level visual eHMI design requirements and (2) about visual eHMI candidates for our VR-based user ”
actual novelty · Abstract + Contribution Statement · confidence 0.76
“ 3 Formative Study As there is a lack of work in eHMI with Deaf and Hard-of-Hearing (HoH) people, we first conducted a formative study with two focus groups (a Deaf-focused group for profoundly deaf people and a HoH-focused group for mild to severe hearing loss people) to gain insights from DHH people and key stakeholders (1) regarding high-level visual eHMI design requirements and (2) about visual eHMI candidates for our VR-based user ”
departure from common sense · Abstract/Introduction gap statement · confidence 0.80
“ Given the limited number of prior research involving DHH participants, we followed previous study [ 28 ] and adopted a single controlled scenario featuring a non-signalised crossing”
limitation · Section 6.4 Limitations and Future Work · confidence 0.84
“ We then conducted a mixed-design VR study with N=32 participants to investigate the effect of Visual ( No Visual , Abstract Light , Abstract Light + Text , Abstract Light + Symbol ) and Auditory ( Without Speech and With Speech ) eHMIs among Hearing group (N=16) and DHH group (N=16) with regards of their crossing experience (trust, acceptance, perceived safety, mental load) and behaviour (gaze, step into the road time, early step into the road count)”
validation scope · Abstract + Discussion RQ3 summary · confidence 0.72
Limits
Method limits
The study uses a single controlled VR scenario and a single experimental session, so the behavioral findings are tied to that setup rather than to broad real-world traffic conditions. The paper also evaluates only one singular visual eHMI and speech as the auditory modality, which narrows the design space covered.
Deployment limits
The results are most directly applicable to AV pedestrian-crossing interfaces for DHH people in controlled crossing contexts. Translation to other road layouts, other countries, other auditory modalities, or deployed vehicle systems remains uncertain.
Boundary conditions
Findings are bounded by the non-signalised crossing scenario, the UK setting, the specific visual and speech-based auditory eHMIs tested, and the VR-based experimental environment.
Position in field
This sits at the intersection of inclusive AV interface design and pedestrian communication research, extending eHMI work from general audiences toward a previously underexamined DHH population and providing both formative requirements and scenario-based evidence.