Research on the Recognition Algorithm of Body Posture ELM Registration Model Based on Kinect
作者单位:School of Electrical and Electronic EngineeringChangchun University of Technology
会议名称:《第40届中国控制会议》
会议日期:2021年
学科分类:12[管理学] 1201[管理学-管理科学与工程(可授管理学、工学学位)] 081104[工学-模式识别与智能系统] 08[工学] 080203[工学-机械设计及理论] 0835[工学-软件工程] 0802[工学-机械工程] 0811[工学-控制科学与工程] 0812[工学-计算机科学与技术(可授工学、理学学位)]
关 键 词:Pose recognition Kinect Extreme learning machine
摘 要:Aiming at the problems of low recognition accuracy and low real-time in the existing human motion recognition in the complex background,a registration model recognition algorithm of human posture limit learning machine(ELM) is proposed,which uses Kinect measurement to calculate the joint association *** Kinect,the spatial coordinates of human joints are ***,three-point method is used to calculate the correlation angle of human joints,and the elm registration model corresponding to the correlation angle of the target attitude joints is ***,the movement recognition test of the elm registration model of human body posture is carried out with the joint correlation angle calculated based on Kinect real-time *** experimental results show that this method has high real-time and accuracy,strong robustness and generalization ability,and can identify more pose by defining more joint angles of target pose to establish elm registration model of human pose.