Comparing three algorithms of automated facial expression analysis in autistic children: different sensitivities but consistent proportions

Commonly used automated facial analysis algorithms exhibit large variability in their output when identifying facial expressions of young children during naturalistic social interactions. Nonetheless, all three algorithms did not identify differences in the quantity of facial expressions across groups, suggesting that atypical production of facial expressions in verbal children with autism is likely related to their quality, timing, and social context rather than their quantity during natural social interaction.

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Publication Details

Journal
Molecular Autism
Published
2025-10-09
DOI
https://doi.org/10.1186/s13229-025-00685-x
Citations
2
Primary Topic
Autism Spectrum Disorder Research
Type
article
Field-Weighted Citation Impact
2.86

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article

Comparing three algorithms of automated facial expression analysis in autistic children: different sensitivities but consistent proportions

Liora Manelis‐Baram, Carmel Sofer, Michal Ilan, Idan Menashe et al.
2 citations
Molecular Autism
Autism Spectrum Disorder Research
2.86
article

Comparing three algorithms of automated facial expression analysis in autistic children: different sensitivities but consistent proportions

Liora Manelis‐Baram, Carmel Sofer, Michal Ilan, Idan Menashe, Ilan Dinstein, Gal Meiri, Tal Barami, Elizabeth Soskin
article en
2 citations

Abstract

Commonly used automated facial analysis algorithms exhibit large variability in their output when identifying facial expressions of young children during naturalistic social interactions. Nonetheless, all three algorithms did not identify differences in the quantity of facial expressions across groups, suggesting that atypical production of facial expressions in verbal children with autism is likely related to their quality, timing, and social context rather than their quantity during natural social interaction.

Molecular AutismVol. 16(1)
Ben-Gurion University of the Negev (IL), Soroka Medical Center (IL)
Israel Science Foundation, Azrieli Foundation
Openalex Percentile: Top 8%
Autism Spectrum Disorder Research
2.86
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