You already discovered the difference; mock.patch() takes a string which will be resolved to an object when applying the patch, mock.patch.object() takes a direct reference.
This means that mock.patch() doesn’t require that you import the object before patching, while mock.patch.object() does require that you import before patching.
The latter is then easier to use if you already have a reference to the object.