Evidence map›Paper›PMID 41755188›Full record

ArticleSensors (Basel, Switzerland)2026

A Study on the Effects of the Dynamic Features of Light-Based eHMI on Pedestrians' Crossing Behavior.

Yiqi Xiao, Zhiming Liu, Tini Ma, Yingjie Huang

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Yiqi XiaoCollege of Publishing, University of Shanghai for Science and Technology, Shanghai 200093, China.
Zhiming LiuSchool of Design, Royal College of Art Battersea, London SW11 4AY, UK.ORCID 0009-0008-3863-0733
Tini MaCollege of Publishing, University of Shanghai for Science and Technology, Shanghai 200093, China.
Yingjie HuangCollege of Publishing, University of Shanghai for Science and Technology, Shanghai 200093, China.

Funding

Foreign Experts Project of the Ministry of Science and Technology of China G2022013029L
6 · The paper itself

Abstract

While light-based external human-machine interfaces (eHMIs) on automated vehicles (AVs) are increasingly studied to mediate pedestrian-vehicle conflicts, gaps persist in understanding how specific dynamic features of the AV's headlights influence pedestrians' prediction of its yielding intention and their crossing behavior. This study systematically investigates the effects of dynamic elements of vehicle lighting-including animation patterns, animation speed, and light-emitting area-on pedestrians' objective and subjective evaluations. A factorial design framework was employed, where participants viewed video simulations of an approaching AV displaying headlight designs combining multiple dynamic features. For different vehicle motion states, the vehicle-pedestrian distance was integrated as a variable to examine its interaction effect with lighting features. Objective measures of cueing effects were complemented by subjective ratings and user preference study via questionnaires. Results showed that there were more crossing behaviors of the pedestrian when presenting higher animation speed of dynamic light eHMIs. Animation pattern and light-emitting area does not play an important role in pedestrian decision-making, but proper design of these two features can evoke higher visual attention. When the vehicle-pedestrian distance is longer, the dynamic features of lighting will more affect people's willingness to cross. The effects of light eHMIs seemed more significant for the AV travelling in constant speed. Our findings advance preliminary suggestions for selecting light-based eHMIs in the appropriate scenarios and can contribute actionable insights for designing intuitive, human-centric AV-pedestrian negotiation strategies.

Indexed as

LightingPedestriansAdultFemaleHumansLightMaleWalkingdynamic featuresheadlightlight-based eHMIwillingness-to-crossyielding intention

Identifiers

PMID41755188
PMCPMC12944179

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.