Benefit From Makeup Applied on Shabbat

If my wife put on make up on Shabbat can I look at her in the face or can I not benefit from this issur?

You can look. If the makeup was not done on purpose you can benefit, and even if she did put on the makeup on purpose, you’re looking at her not at the makeup.