No, double vision don't go away by itself.
Double vision (or diplopia) can be the consequence of many of conditions, both eye related and non eye related. Some of these conditions can be minor, but some can also be very serious. You should consult a doctor immediately.
No, the double vision will go away if you pay attention to the health of the vision.