You're responsible to an extent, even more of an extent if it can be proven you knew about it. 90% of the time though if they have a problem with it, they'll attempt to reach an amicable resolution with you about it.
Sometimes they might
file a DMCA notice, but you can always
Legally fight a DMCA notice though, and simply remove the image in question with out facing penalty