The program constructs some random polygons and then proceeds from generation to generation breeding new images. The measure of fitness in each generation is simply the score on the face detection program. Eventually the image evolves to look more and more like a face — sort of.
The overall result is spooky and its a demonstration of the power of evolution in just a few thousand generations.
You can try it for yourself at pareidoloop
Link to Original Source