StumblePics is a new service that will let you find pictures by simply stumbling for them. Think of it as a StumbleUpon for images.

StumblePics provides users with a simple search box that allows users to enter a specific topic that they would like to stumble for.

If you want to come across random images, this will do. But so will endless other sites that have a wealth of search and share functionalities.