Clearing images from the UV image editor

Is there any way to get rid of all of the images packed in there and start over fresh? When I click the icon next to the “New Image” button, there are a ton of images in there that I don’t want. How do I get rid of them?

I believe anything not used (images, materials etc…) will go away with a restart of blender