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Preliminary Investigation of Walking Motion Using a Combination of Image and Signal Processing

机译:结合图像和信号处理的步行运动初步研究

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We present the results of analyzing gait motion in first-person video taken from a commercially available wearable camera embedded in a pair of glasses. The video is analyzed with three different computer vision methods to extract motion vectors from different gait sequences from four individuals for comparison against a manually annotated ground truth dataset. Using a combination of signal processing and computer vision techniques, gait features are extracted to identify the walking pace of the individual wearing the camera as well as validated using the ground truth dataset. Our preliminary results indicate that the extraction of activity from the video in a controlled setting shows strong promise of being utilized in different activity monitoring applications such as in the eldercare environment, as well as for monitoring chronic healthcare conditions.
机译:我们介绍了分析第一人称视频中步态运动的结果,该视频是从嵌入一副眼镜的市售可穿戴式摄像头拍摄的。使用三种不同的计算机视觉方法对视频进行分析,以从四个人的不同步态序列中提取运动矢量,以便与手动注释的地面真实数据集进行比较。通过结合使用信号处理和计算机视觉技术,可以提取步态特征以识别佩戴相机的人的步行速度,并使用地面真实数据集进行验证。我们的初步结果表明,在受控制的环境中从视频中提取活动显示出将其用于不同活动监视应用程序(如老年人护理环境)以及监视慢性医疗状况的强大前景。

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