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misinterprets the center lower lip or one of the nostrils as a false eye.

indeed, the eye / mouth cascades are quite inaccurate. there arebetter alternatives, like facial landmarks (e.g. from dlib, flandmark, openpose. opencv also has pretrained landmarks models, however, they're not usable from python, currently)

when the face is moved upwards, the y-value actually decreases

the image origin (0,0) is top-left, and the y axis is pointing down

misinterprets the center lower lip or one of the nostrils as a false eye.

indeed, the eye / mouth cascades are quite inaccurate. there arebetter are better alternatives, like facial landmarks (e.g. from dlib, flandmark, openpose. opencv also has pretrained landmarks models, however, they're not usable from python, currently)

when the face is moved upwards, the y-value actually decreases

the image origin (0,0) is top-left, and the y axis is pointing down