Are you sure they were photoshopped? You guys do know about the penis festival, right?
Here's the wiki link:
hxxp://en.wikipedia.org/wiki/Kanamara_Matsuri
Regardless, the OP did not take that picture because it's a famous internet photo.
As indreamsiwalk said, geisha were never...