Face recognition models assign different importance to different image frequencies depending on the ethnicity of the face, and intentionally biased models show larger frequency-importance differences.
In: IEEE Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2021, virtual, June 19-25,
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Frequency Matters: Explaining Biases of Face Recognition in the Frequency Domain
Face recognition models assign different importance to different image frequencies depending on the ethnicity of the face, and intentionally biased models show larger frequency-importance differences.