Abstract: Highlights•PIFS modified to extract features in emotion recognition tasks.•Poser vs Spontaneous recognition of emotions by Machine Learning techniques on PIFS.•Emotion classification by a cascade of ML techniques using PIFS as features.•Extensive experiments on CK +, SPOS, DISFA, DISFA + and SFEW.
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