This Supplementary Material contains:
a) a pdf file describing the backbone description and training, as well as the metric definitions and the MSE results
b) three visual examples of the AP performance on the task of Valence and Arousal estimation
c) a visual example of the AP performance on the task of Action Unit intensity estimation
