Frontal views of all subjects are videotaped under constant illumination using fixed light sources, and none of the subjects wear eyeglasses. These constraints are imposed to minimize optical flow degradation. Previously untrained subjects are video recorded performing a series of expressions, and the image sequences are coded by certified FACS coders. Facial expressions are analyzed in digitized image sequences of arbitrary length (expression sequences neutral to peak vary 9 to 44 frames). 60 subjects, both male and female, the larger database were used in this study. The study includes more than 260 image sequences and 5000 images. Subjects ranged in age (18-35) and ethnicity (Caucasian, African- American, and Asian/Indian).

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