Is our perception of human beauty something that is primarily ingrained by culture or genetics?

It depends on your definition of beauty. In some ways, culture does affect it (models, actors, media). As far as genetics or evolution goes, some people may be attracted to someone who may or may not fit the modern "beauty" standard, but may be a good mate (healthy, strong, fertile, etc.)