ArticleBehavior research methods2024
Diverse Face Images (DFI): Validated for racial representation and eye gaze.
Article in Behavior research methods, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
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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.
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Who cites it
5 citing papers in PubMed.
- Experience Modulates Visuocortical Responses to Faces in 3- to 6-Year-Old Children.Journal of experimental child psychology · 2027Article
- The Israeli Face Database (IFD): A multi-ethnic database of faces with supporting social norming data.Behavior research methods · 2025Article
- Experience With Face Groups Impacts Face Processing, but Not Face Differentiation in 6- and 9-Month-Old Infants.Developmental psychobiology · 2025Article
- Toronto Ethnically Diverse face database: a multi-faceted stimulus set.Frontiers in psychology · 2025Article
- The development and structure of the HEALthy Brain and Child Development (HBCD) Study EEG protocol.Developmental cognitive neuroscience · 2024Article
Corrections and comments
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Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Face processing is a central component of human communication and social engagement. The present investigation introduces a set of racially and ethnically inclusive faces created for researchers interested in perceptual and socio-cognitive processes linked to human faces. The Diverse Face Images (DFI) stimulus set includes high-quality still images of female faces that are racially and ethnically representative, include multiple images of direct and indirect gaze for each model and control for low-level perceptual variance between images. The DFI stimuli will support researchers interested in studying face processing throughout the lifespan as well as other questions that require a diversity of faces or gazes. This report includes a detailed description of stimuli development and norming data for each model. Adults completed a questionnaire rating each image in the DFI stimuli set on three major qualities relevant to face processing: (1) strength of race/ethnicity group associations, (2) strength of eye gaze orientation, and (3) strength of emotion expression. These validation data highlight the presence of rater variability within and between individual model images as well as within and between race and ethnicity groups.
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Registered trials
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.