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Facial Landmark

Facial landmarks refer to specific regions of the face, with x, y, and z coordinates for each facial landmark variable indicating where in the image frame that specific region of the face is located.

Visual representation of the facial landmarks calculated by OpenDBM, which relies on OpenFace and OpenCV for its measurements.
Visual representation of the facial landmarks calculated by OpenDBM, which relies on OpenFace and OpenCV for its measurements.

OpenDBM calculates overall change in facial landmark positioning and in doing so measures facial musculature movements at the level of individual facial landmarks. Individual movement of a total of 68 facial landmarks is measured using the raw and derived variables listed in the tables below.

Raw Variables

VariableDescription
fac_lmkXXdispLandmark displacement. Frame-wise change in landmark positioning i.e. the euclidean distance in the xyz plane, where XX can be any number between 01 and 68, referring to all individual facial landmarks.

Derived Variables

VariableDescription
fac_lmkXXdisp_meanLandmark displacement mean. The mean value of fac_lmkXXdisp for the inputted video.
fac_lmkXXdisp_stdLandmark displacement standard deviation. The standard deviation value of fac_lmkXXdisp for the inputted video.