Replacing The Blue Folder Icon With A Customised Image?

How can I select a JPEG image and use that to customise/replace the usual blue folder icon for a given folder (which additionally may even make it easier to tell folders apart, when looking for one)? If this can be achieved without the use of a specific App, then all the better.