A bit confused by reflexive verbs and "se fue"

If reflexive verbs are used in sentences in which the subject & object are the same, how exactly does "se fue" break down gramatically/literally? "Se" in this example would be the object pronoun so how does it translate to "He/She left"? Wouldn't it be He/She left him/herself? which doesnt make much sense.