Android: Create a toggle button with image and no text

Question

is it possible to create a toggle button in Android that has an image but no text? Ideally it would look like this:

Answer 1

I know this is a little late, however for anyone interested, I've created a custom component that is basically a toggle image button, the drawable can have states as well as the background

https://gist.github.com/akshaydashrath/9662072