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A Novel Mobile Structured Light System in Food 3D Reconstruction and Volume Estimation

机译:用于食品3D重构和体积估计的新型移动结构光系统

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摘要

Over the past ten years, diabetes has rapidly become more prevalent in all age demographics and especially in children. Improved dietary assessment techniques are necessary for epidemiological studies that investigate the relationship between diet and disease. Current nutritional research is hindered by the low accuracy of traditional dietary intake estimation methods used for portion size assessment. This paper presents the development and validation of a novel instrumentation system for measuring accurate dietary intake for diabetic patients. This instrument uses a mobile Structured Light System (SLS), which measures the food volume and portion size of a patient’s diet in daily living conditions. The SLS allows for the accurate determination of the volume and portion size of a scanned food item. Once the volume of a food item is calculated, the nutritional content of the item can be estimated using existing nutritional databases. The system design includes a volume estimation algorithm and a hardware add-on that consists of a laser module and a diffraction lens. The experimental results demonstrate an improvement of around 40% in the accuracy of the volume or portion size measurement when compared to manual calculation. The limitations and shortcomings of the system are discussed in this manuscript.
机译:在过去的十年中,糖尿病在所有年龄段的人口中迅速流行,尤其是在儿童中。对于研究饮食与疾病之间关系的流行病学研究,必须改进饮食评估技术。用于部分份量评估的传统饮食摄入估计方法准确性低,阻碍了当前的营养研究。本文介绍了一种新型仪器系统的开发和验证,该系统可测量糖尿病患者的准确饮食摄入量。该仪器使用移动式结构照明系统(SLS),该系统可在日常生活条件下测量患者饮食中的食物量和份量。 SLS可以准确确定扫描食品的体积和份量。一旦计算出食品的体积,就可以使用现有的营养数据库估算食品的营养成分。系统设计包括体积估算算法和由激光模块和衍射透镜组成的硬件附件。实验结果表明,与手动计算相比,体积或部分尺寸测量的准确性提高了约40%。该系统讨论了该系统的局限性和不足之处。

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