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(a) an example of λ with T = 5. (b)~(d) show the effectiveness of the smoothness term S on AU6 on video 2F01_11, AU12 on video 2F01_09, and AU17 on video 2F01_09, respectively. The y-axis denotes AU occurrence (+1: presence, −1: absence).