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PoseX: A Webcam-based Detection System to Prevent Postural Syndromes for Computer Users

机译:Posex:基于网络摄像头的检测系统,以防止计算机用户的姿势综合征

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As computers are widely used in daily life, computer users spend a lot of time staring at screens. long-term sitting postures lead to upper body pain which brings negative physical and mental impacts. Any exaggerated forward curvature in the upper back is called kyphosis. The common unhealthy postures are cervical kyphosis, thoracic kyphosis, and raised-shoulders. PoseX can recognize cervical spine kyphosis, thoracic spine kyphosis, and raised-shoulders from a facial image with only one general webcam. Based on the body key-points provided by OpenPose, PoseX uses the proportional relation between face width, shoulders width, and ears-shoulders height as the features to extract depth information from the RGB image. In our experiment, 15 computer users were recruited. The sitting scenarios include four tasks (normal, cervical kyphosis, thoracic kyphosis, and raised-shoulders) and three distance conditions (60 cm, 85 cm, 110 cm), PoseX records personalized parameters in 3 seconds and performs an accuracy higher or equal to 84 percent in each task. The proposed technique shows a promising low-cost health monitoring system for computer users.
机译:由于计算机广泛用于日常生活中,计算机用户花了很多时间盯着屏幕。长期坐姿导致上身疼痛,带来负面身心影响。上背部的任何夸张的前向曲率都被称为脊柱氏。常见的不健康姿势是宫颈癌,胸腔脊柱症和凸起的肩部。 Posex可以识别颈椎脊柱脊柱,胸椎脊柱脊柱,并且只有一个普通网络摄像头的面部形象抬起肩部。基于由调平提供的身体键点,POSEX使用面宽度,肩部宽度和耳朵高度之间的比例关系作为从RGB图像中提取深度信息的特征。在我们的实验中,招募了15个计算机用户。坐姿包括四项任务(正常,宫颈横角,胸腔脊柱脊柱和凸起肩部)和三个距离条件(60厘米,85厘米,110厘米),POSEX在3秒内记录个性化参数,并执行更高或等于的精度每项任务中的84%。所提出的技术为计算机用户展示了有希望的低成本健康监控系统。

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