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Performance Analysis of Time-Distance Gait Parameters under Different Speeds

机译:不同速度下的时间距离参数的性能分析

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This paper explores gait recognition for various walking speeds. Normal-constant speed is one of the assumptions being made in many current gait recognition techniques. However, some techniques do not scale well when certain gait conditions such as walking speed varies. We demonstrate the characteristics of time-distance gait parameters, stride length and cadence, with respect to walking speed at the inter- and intra-individual variation levels. The speed normalization or adjustment of gait features are studied and presented in details along with the expected recognition results. Our study of walking speed variations allows us to ascertain systematically the expected recognition-performance of time-distance gait parameters (stride length and cadence). In addition, we show the levels of measurement noise which can be tolerated in measuring these gait features without losing useful identity information.
机译:本文探讨了各种步行速度的步态认可。正常恒定的速度是在许多电流步态识别技术中进行的假设之一。然而,当诸如步行速度的某些步态条件变化时,某些技术不会很好地扩展。我们展示了在跨越间变化水平的步行速度的步骤步骤参数,步幅长度和节奏的特征。研究了步态特征的速度归一化或调整,并详细介绍了预期的识别结果。我们对步行速度变化的研究使我们能够系统地确定时间距离步态参数的预期识别性能(步幅长度和节奏)。此外,我们展示了测量噪声的水平,其可以在不丢失有用的身份信息的情况下测量这些步态特征来容忍。

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