Factory Method relies on inheritance: Object creation is delegated to subclasses, which implement the factory method to create objects.
Abstract Factory relies on object composition: object creation is implemented in methods exposed in the factory interface.
High level diagram of Factory and Abstract factory pattern,
For more information about the Factory method, refer this article.
For more information about Abstract factory method, refer this article.