Icons and how to use them?

We all have used icons and in different ways, what is the best way and how should we implement them? I don't really know but I do have some experience working with icons and have some suggestions below. So first lets see what different ways we choose between.

Lets first discuss the format.

JPG - never use for icons, use for bigger pictures.