You'd be surprised / scared / outraged if you knew how common this is. Any time you've been in a public place for the past few years, you've likely been watched, analysed and optimised for. Advertising in the physical world is just as scummy as it's online equivalent. Check out the video here http://sightcorp.com/ for an ultra creepy overview. You can even try their live demo: https://face-api.sightcorp.com/demo_basi…
I also tried it on a few internet porn images. It looks like it is definitely only relying on the face for determining gender, or it thinks that there are a lot of women with hairy flat chests and large penises...