Technically, no. You put a copyright image on your site for a second and it's infringement. There is no free pass if you take it down when they complain - although many, but not all, copyright holders won't pursue their legal right to sue you.
Adsense in terms telling that no copyrighted contents should be used in site if u dont own its copyright...