Monte Carlo simulation for inverse Compton scattering in homogeneous isotropic media is studied. We analyze sample efficiency of rejection method that describes electronic speed and photon scattering direction. We also improve method of inverse functions for electron velocity distribution and composition-rejection methods for photon scattering energy distribution. We define application regime of these drawing methods by comparing their efficiency.