一种三维手势建模方法及其在三维手势预测中的应用

Kexin Hang
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引用次数: 1

摘要

在三维手势识别中,如何确定真实手的准确三维坐标一直是一个难题。直接使用图像识别无法获得手部关节的完整信息。即使借助外部设备(如数据手套、红外识别),也会出现误差,影响手势识别的准确性。而另一方面,手的虚拟三维模型的建立避免了这一局限,为真实手的三维坐标获取提供了一种新的方案。本文的研究成果在手语识别、虚拟环境交互、用户界面、机械臂抓取等方面具有应用价值。在手语识别领域,已识别的手语可以翻译,帮助聋哑人用手语与大多数人交流。在虚拟环境的交互中,可以利用真实环境中的手势来控制虚拟环境中的虚拟手做出相应的动作。在用户界面的应用中,用户可以通过手势向计算机传达指令。在机器人机械手抓取领域,手势可以用来控制机械手完成任务。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A 3D Gesture Modeling Method and Its Application in 3D Gesture Prediction
In three-dimensional gesture recognition, it has always been a difficult problem to determine the accurate three-dimensional coordinates of the real hand. Direct use of image recognition cannot obtain complete information of hand joints. Even with the help of external equipment (such as data gloves and infrared recognition), there will be errors, which affect the accuracy of gesture recognition. However, on the other hand, the establishment of the virtual 3D model of the hand avoids this limitation and provides a new scheme for the 3D coordinate acquisition of the real hand. The research results of this paper have application value in sign language recognition, virtual environment interaction, user interface, robot arm grabbing, etc. In the field of sign language recognition, the recognized sign language can be translated to help deaf-mutes communicate with most people in sign language. In the interaction of the virtual environment, gestures in the real environment can be used to control the virtual hands in the virtual environment to make corresponding actions. In the application of user interface, users can communicate instructions to computers through gestures. In the field of grasping by robot manipulators, gestures can be used to control manipulators to complete tasks.
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