Simply send an email to the webmaster/owner and ask them if you may use them. In many cases, all they ask is that you credit your source when using thier images.
At the very worst, they may say no and If that's the case, mark them off the list of image sources and move on to the next source.
It might take a little time, but it pays off in the long run.