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Hand Gesture Recognition Using Appearance Features Based on 3D Point Cloud 被引量:2

Hand Gesture Recognition Using Appearance Features Based on 3D Point Cloud
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摘要 This paper presents a method for hand gesture recognition based on 3D point cloud. Digital image processing technology is used in this research. Based on the 3D point from depth camera, the system firstly extracts some raw data of the hand. After the data segmentation and preprocessing, three kinds of appearance features are extracted, including the number of stretched fingers, the angles between fingers and the gesture region’s area distribution feature. Based on these features, the system implements the identification of the gestures by using decision tree method. The results of experiment demonstrate that the proposed method is pretty efficient to recognize common gestures with a high accuracy. This paper presents a method for hand gesture recognition based on 3D point cloud. Digital image processing technology is used in this research. Based on the 3D point from depth camera, the system firstly extracts some raw data of the hand. After the data segmentation and preprocessing, three kinds of appearance features are extracted, including the number of stretched fingers, the angles between fingers and the gesture region’s area distribution feature. Based on these features, the system implements the identification of the gestures by using decision tree method. The results of experiment demonstrate that the proposed method is pretty efficient to recognize common gestures with a high accuracy.
作者 Yanwen Chong Jianfeng Huang Shaoming Pan Yanwen Chong;Jianfeng Huang;Shaoming Pan(State Key Laboratory for Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China)
出处 《Journal of Software Engineering and Applications》 2016年第4期103-111,共9页 软件工程与应用(英文)
关键词 Human-Computer-Interaction Gesture Recognition 3D Point Cloud Depth Image Human-Computer-Interaction Gesture Recognition 3D Point Cloud Depth Image
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