The temperature calibration has an important impact on the temperature accuracy, which is one of the two key performance parameters of distributed fiber optic temperature sensing systems. The physical essentials of temperature calibration is revealed and its effect on system temperature accuracy is analyzed. Some considerations and suggestions for practical temperature calibration design have been proposed.