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Nutritional assessment of children under five based on anthropometric measurements with image processing techniques

机译:基于人体测量和图像处理技术对五岁以下儿童进行营养评估

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Nutritional assessment is an important evaluation to prevent and control malnutrition, which is one of the main causes associated with child mortality. Weight and height are the most frequently measured morphological traits which in combination with child's gender and age, generates anthropometric indices to establish child's nutritional status. Nevertheless, accomplishment of this task in rural areas is difficult because of complications to transport bulky and heavy equipment, which must be properly and adequately calibrated. This work proposed a novel approach to perform nutritional assessments of children under five, through a system focused on the estimation of anthropometric indices, based on the measurements obtained from a set of body part images and its relations with child's gender and age. The results showed that sensitivity and specificity for the anthropometric indicators, ranged from 66% to 100% and 88% to 100%, respectively. Moreover, overall accuracies were over 85% up to 100%. Additionally, the experiments conducted shown our method as a viable solution to perform nutritional evaluations via accurate anthropometric index estimations.
机译:营养评估是预防和控制营养不良的重要评估,营养不良是与儿童死亡率相关的主要原因之一。体重和身高是最常测量的形态特征,结合孩子的性别和年龄,可以生成人体测量指标以建立孩子的营养状况。然而,由于运输笨重和重型设备的麻烦,必须在农村地区完成这项任务是困难的,必须适当和充分地对其进行校准。这项工作提出了一种新颖的方法,该方法通过基于一组人体部位图像及其与儿童性别和年龄的关系得出的测量值,通过着重于人体测量指标估计的系统,对五岁以下儿童进行营养评估。结果表明,人体测量指标的敏感性和特异性分别为66%至100%和88%至100%。此外,总体准确率超过85%,最高达到100%。此外,进行的实验表明我们的方法是通过准确的人体测量指标估算进行营养评估的可行解决方案。

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