The calibration algorithm for RPC-based muon detector at BESⅢ has been developed. The calibration method,calibration error and algorithm performance are studied.The primary results of efficiency and noise at layer,module and strip levels have been calibrated with cosmic ray data.The calibration constants are available for simulation and reconstruction tuning.The results of Monte Carlo and data are also compared to check the validation and reliability of the algorithm.