Wow, they really are.
I think they are colorized. Here one comparison of the original [0] (taken in the 30s/40s!) in comparison to the image on Wikipedia [1]
[0] http://loc.gov/pictures/resource/fsac.1a34931/
[1] https://en.wikipedia.org/wiki/Rosie_the_Riveter#/media/File:...