While effective, the face alignment based post classifier is brute force and
too slow for a standard cascade detector when a high recall is desired. In our
experiment, a low threshold is set to achieve 99% recall of the OpenCV detector
and each image outputs 3000 windows on average. Applying the post classifier
for those windows takes a few seconds