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Moving part image partitioning for walking gait identification

机译:运动部件图像分割,用于步态识别

摘要

Described herein is an apparatus and method for gait recognition. The apparatus includes circuitry that is configured to receive a gait sequence including a predetermined number of image frames of a subject. The received gait sequence is processed to generate a gait-energy-image (GEI). A plurality of Gabor filter responses is computed by convoluting the generated GEI with a bank of Gabor filters, wherein the filter bank includes a first predetermined number of unique scales, and a second predetermined number of unique orientations. Further, the circuitry is configured to partition, each Gabor filter response of the computed plurality of Gabor filter responses, into a predetermined number of overlapping regions and extract, a predetermined number of statistical features only from the overlapping regions, the extracted statistical features corresponding to texture consent of the subject. The circuitry eventually recognizes the subject based on a classification of the extracted statistical features.
机译:本文描述了用于步态识别的设备和方法。该设备包括被配置为接收包括预定数量的对象的图像帧的步态序列的电路。处理接收到的步态序列以生成步态能量图像(GEI)。通过用一组Gabor滤波器对所生成的GEI进行卷积来计算多个Gabor滤波器响应,其中,该滤波器组包括第一预定数量的唯一标度和第二预定数量的唯一方向。此外,该电路被配置为将计算出的多个Gabor滤波器响应中的每个Gabor滤波器响应划分为预定数量的重叠区域,并且仅从重叠区域中提取预定数量的统计特征,所提取的统计特征对应于受试者的质地同意。电路最终基于所提取的统计特征的分类来识别对象。

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