In this paper, the acceleration sensor and angular velocity sensor were combined to collect the data during the human body movement. Features were selected through time-domain analysis. Using the Bayesian classifier, the human body current posture is classified. Compared with human motion gesture recognition method based on the computer vision and image processing technology, inertial-motion-sensor-based human motion gesture recognition and monitoring technology has its advantages including privacy protection and easy wear ability.