Not according to the hispanic kids I teach. They clearly and outspokenly distinguish between themselves and whites. Now maybe this is specific to inner city hispanic kids from Los Angeles, but they definitely remark upon people with blue eyes and casually refer to "white kids" all the time.
There are quite a few people of Mexican Mestizo parentage who have blue or green eyes.