An audit of AffectNet and RAF-DB finds many posed images and reports that two FER models disproportionately predict negative emotions for non-white and darker-skinned smiling faces, but the bias evidence lacks controls and validation.
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Auditing Facial Emotion Recognition Datasets for Posed Expressions and Racial Bias
An audit of AffectNet and RAF-DB finds many posed images and reports that two FER models disproportionately predict negative emotions for non-white and darker-skinned smiling faces, but the bias evidence lacks controls and validation.