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引用次数: 3

摘要

提出了一种基于图像序列的实时手势识别方法。人机界面和许多多媒体应用都需要实时手势识别。我们的方法在低维“手势空间”中识别用户的手势,该空间由模型图像序列的Karhunen-Loeve (KL)展开构成。首先,采用改进的模板匹配方法——掩模模板模型对人体部位图像进行实时分割。将分割后的图像序列表示为手势空间中的手势曲线,通过分析该曲线进行手势识别。利用我们的方法,我们实现了一个实时交互系统——虚拟指挥系统,该系统可以利用手势识别结果控制计算机播放的音乐,表明了我们的方法的实用性。
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Real-time gesture recognition using KL expansion of image sequence
This paper presents a method of real time gesture recognition from image sequences. Real time gesture recognition is required for man machine interfaces and many multimedia applications. Our method recognizes a user's gesture in a low dimensional 'gesture space' which is constituted by Karhunen-Loeve (KL) expansion of model image sequences. We first segment a human part image in real time using the maskable template model which is an improved template matching method for gesture recognition. The segmented image sequence is represented as a gesture curve in the gesture space, and gesture is recognized by analyzing the curve. Using our method, we realize a real time interactive system, the Virtual Conductor System, which can control music played by a computer using gesture recognition results and indicates the usefulness of our method.
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