How can I change the border thickness of an Android checkbox?

The default size of the android checkboxes were too small for my purposes, so I changed their overall size, however with their new size their borders now are horribly thick.

In what way could I change the thickness? I quite like the default behavior of the checkboxes, so the only thing I would like to change is the thickness of the border.