We provide ground truth in face location in the following format with one line per face (extreme side views are ignored):
filename left-eye right-eye nose left-corner-mouth center-mouth right-corner-mouth
For each feature on a face to be detected, two numbers are given. These numbers are the x and y coordinates (measured from the upper left corner) of the feature in the image.
CMU Frontal Face Images