I think so... I've definitely been aware when one of our kids goes through an "ugly" period. I feel like I'm pretty rational about my kids' looks.
Although as I've gotten to know them better, they definitely look more attractive to me than they actually are. Very few people are immune to falling in love with their kids!
Anyway, do you think parents know if their kids are not cute?