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一种基于改进DTW算法的动态手势识别方法
引用本文:何超,胡章芳,王艳.一种基于改进DTW算法的动态手势识别方法[J].数字通信,2013(3):21-25.
作者姓名:何超  胡章芳  王艳
作者单位:重庆邮电大学 重庆市高校光纤通信技术重点实验室,重庆 400065;重庆邮电大学 重庆市高校光纤通信技术重点实验室,重庆 400065;重庆邮电大学 重庆市高校光纤通信技术重点实验室,重庆 400065
基金项目:重庆市教委科学技术研究项目(KJ120519)
摘    要:结合Kinect传感器提出了一种基于改进的DTW算法的动态手势识别方法。首先,通过SDK对Kinect传感器获得的深度信息进行分析,获得人体骨骼点3D位置,选取其中4个点作为手部运动特征;然后,用加权距离和全局路径限制的方法对传统的DTW算法进行改进;最后,用改进的DTW算法进行模板训练和实现动态手势的识别。实验表明:该方法能很好地实现动态手势的识别,实时性好,在背景干扰和光照方面有较强的鲁棒性,较传统的DTW算法在识别速度和识别正确率方面有所提高。

关 键 词:动态手势识别  Kinect传感器  改进的DTW算法

Novel dynamic gesture recognition method based on improved DTW algorithm
HE Chao,HU Zhangfang and WANG Yan.Novel dynamic gesture recognition method based on improved DTW algorithm[J].Digital Communication,2013(3):21-25.
Authors:HE Chao  HU Zhangfang and WANG Yan
Affiliation:Chongqing Optical Fiber Communication Technology Key Laboratory, Chongqing University of Post and Telecommunications, Chongqing 400065, P.R.China;Chongqing Optical Fiber Communication Technology Key Laboratory, Chongqing University of Post and Telecommunications, Chongqing 400065, P.R.China;Chongqing Optical Fiber Communication Technology Key Laboratory, Chongqing University of Post and Telecommunications, Chongqing 400065, P.R.China
Abstract:A dynamic gesture recognition method is proposed by combining the Kinect sensor in this paper. This method is based on the improved DTW. Firstly, the depth information is analyzed through the SDK. The depth information is obtained by Kinect sensor. The human skeletal point 3D position is obtained, and the four points are selected as the characterized hand movement. Then the traditional DTW algorithm is improved by weighted distance and restricted global path. Finally, the improved DTW algorithm is used in the template training and dynamic gesture recognition. The results indicate that this algorithm can achieve dynamic gesture recognition and is real-time. In the background interference, the method is robust in the light. Compared with the traditional DTW algorithm, the recognition speed and recognition accuracy are improved.
Keywords:dynamic gesture recognition  Kinect sensor  improved DTW algorithm
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