Since it can vary greatly depending on the licensor of the artwork, I would recommend reading the license agreement or usage guidelines  (sometimes found via FAQs or TOS) from the originating icon set / stock photos site.

Primarily when icon sets/stock photos are being used on a commercial or e-commerce website. There are more granular discussions on the subject, but I've summed up the general consensus.