A synonym is a word that means the same thing. An antonym is a word that means the opposite. Mediocre is a word that means something is average. These two terms are synonyms of each other.
The opposite (antonym) of antonym is synonym. An antonym is a word that means the opposite. A synonym is a word that means the same thing, or nearly the same thing, for a given context.