There is a slight difference actually and meanings are the same for both sentcences.You can whether or not use that in this example,does not matter which one you will choose.
- Yet,generally we use that in a sentence when we want to start a new part.(conjunction)
- Or somebody/something that has already been mentioned or is already known about.(pronoun)
Ex(2):That dress of hers is too short.(taken from Oxford Dictionary)