Fig. 16
From: Facial expression recognition and histograms of oriented gradients: a comprehensive study

Examples of expression detection with non-frontal faces. The qualitative tests show that, for an angle between −30 and 30 degrees, the detector is able to correctly register the face and the classifier is enough robust to guarantee classification performance comparable with the frontal face case