"Me voy" means "I'm leaving". The subject of the verb "voy" is "yo" and it is omitted.
Is the reflexive pronoun "me" the object of the verb? And if so, why is it essential to use "me" when the subject is "yo"? Does this syntax have to do with the particular verb?