Abstract: Highlights•We verified the effectiveness of mouth deformation as an indicator of a smile.•We proposed a novel feature descriptor for smile detection.•The proposed method outperforms other methods on accuracy and effectiveness.•We improved GENKI-4K benchmark by relabeling and removing duplications.
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