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. 2025 Sep 1;16:1454312. doi: 10.3389/fpsyg.2025.1454312

Table 1.

Summary of existing child face databases.

Database Authors Image characteristics Face age, gender, and ethnicity Number of faces Number of child faces (ages 3 to 12)
Child Affective Facial Expression Set (CAFE) LoBue and Thrasher (2014) Children posing seven emotional expressions on an off-white background. Children are wearing an off-white cape to cover their clothes. 90 girls and 64 boys between the ages of two and eight. The children are White (77), Black (27), Latinx (23), East Asian (16), and South Asian (11). 154 154
The Child Emotion Facial Expression Set: A Database for Emotion Recognition in Children Negrão et al. (2021) Children filmed and photographed posing seven emotional expressions on a blank background. Children are wearing a white shirt. 55% girls and 45% boys between the ages of four and six. The children are of White descent (71%), African descent (24%), and Asian descent (5%). 124 124
Child Emotions Picture Set (CEPS) Romani-Sponchiado et al. (2015) Children posing or naturally expressing six emotional expressions. Nine girls and nine boys between the ages of six and 11. The children are White (14), Black (3) and Indigenous (1). 18 18
Children’s Spontaneous Expressions Video Database (LIRIS-CSE) Khan et al. (2019) Movie clips and dynamic images of children spontaneously expressing six emotional expressions with various backgrounds. Seven girls and five boys between the ages of six and 12. The children are described as ethnically diverse. 12 12
Dartmouth Database of Children’s Faces Dalrymple et al. (2013) Children posing eight emotional expressions from five camera angles under two lighting conditions on a black background. Children are wearing a black bib and hat to cover clothes, hair and ears. 40 female and 40 male White models between the ages of six and 16. 80 69
National Institute of Mental Health Child Emotional Faces Picture Set (NIMH-ChEFS) Egger et al. (2011) Children posing five emotional expressions with direct or averted gaze on a grey background. 39 female and 20 male children between the ages of 10 and 17. Information about ethnicity was not obtained, but the authors indicate that most appear White; four girls and one boy appear non-White. 59 15
Radbound Faces Database (RaFD) Langner et al. (2010) Adults and children posing eight emotional expressions from five camera angles and three gaze directions on a white background. Models are wearing a black shirt. 39 White adult and 10 child models (six girls, four boys). 49 10
The University of Oregon Emotional Expression Stimulus Set (DuckEES) Giuliani et al. (2017) Children and adolescents posing seven emotional expressions on a white background. 22 female and 15 male models between the ages of eight and 18; 89% White. 37 10