Non Power of Two Images

I noticed that if I change my texture importer settings to "advanced" and then choose "none" for non power of two, my image size significantly decreases. What are the advantages of using power of two?

Power of 2 images are much easier for a graphics card to process, it's explained in the 3D platformer tutorial.