The MOST likely reason for the increase in the use of portraiture during the Roman Empire is:
There was a greater emphasis on the individual in Roman society.
This emphasis on individualism was reflected in the art and culture of the time, leading to a proliferation of realistic portraits that celebrated individual features and characteristics.