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Hand gesture recognition method using artificial neural network and device thereof

机译:利用人工神经网络的手势识别方法及其装置

摘要

An embodiment of the present invention relates to an artificial neural network-based hand gesture recognition method and apparatus, and the technical problem to be solved is a real-time learning RCE neural network algorithm and DTW distance measurement to measure similarity by reflecting the characteristics of data changing on a time axis. It is to provide an efficient method and apparatus for recognizing hand gestures combining algorithms. To this end, the present invention extracts feature data from hand gesture input data; And a learning and recognition step of learning and recognizing hand gestures by inputting feature data, wherein the learning and recognition step comprises: feature data input step of sequentially receiving feature data; And a DWT distance measurement step of calculating a distance between the feature data and the neuron center point using a dynamic time warping (DTW) distance measurement algorithm; And a DWT distance measurement step of calculating a distance between the feature data and the neuron center point using a DTW distance measurement algorithm. An activated neuron determination step of determining a neuron having a characteristic inside a radius of the corresponding neuron as an activated neuron; And a gesture recognition step having a neuron label output step of outputting a label of a neuron having a minimum distance value among activated neurons.
机译:本发明实施例涉及一种基于人工神经网络的手势识别方法和装置,要解决的技术问题是一种实时学习的RCE神经网络算法和DTW测距,以反映特征的相似性。数据在时间轴上变化。提供一种用于识别手势组合算法的有效方法和设备。为此,本发明从手势输入数据中提取特征数据。以及通过输入特征数据来学习和识别手势的学习和识别步骤,其中,所述学习和识别步骤包括:依次接收特征数据的特征数据输入步骤; DWT距离测量步骤,使用动态时间规整(DTW)距离测量算法来计算特征数据和神经元中心点之间的距离;以及DWT距离测量步骤,其使用DTW距离测量算法来计算特征数据与神经元中心点之间的距离。激活神经元确定步骤,将具有在相应神经元的半径内的特征的神经元确定为激活神经元;以及具有神经元标签输出步骤的手势识别步骤,该步骤输出在激活的神经元中具有最小距离值的神经元的标签。

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