CV Dazzle [0] is/was a style of makeup that defeated facial recognition, and it seemed to work from multiple angles. Unfortunately it was released something like 5 years ago so I'm certain it won't withstand today's state of the art techniques. Looks like it was never really tested to work against deep learning-based techniques.
That said, I think somebody could very easily come up with an adversarial makeup camouflage recommender. Imagine an interactive visualization of the regions of confidence of a facial recommendation system, hooked up to your webcam. You could have a visual overlay of where to apply make up to most damage the classifier's confidence of your identity.