Can I embed a picture from someone else's website?

Which is most convenient: being a pirate or being law abiding:

I hope the owner doesn't mind me spreading this around.  Let me know if I shouldn't link the image.

And now the same thing for audio books: http://www.bradcolbow.com/archive.php/?p=205