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Imaged based estimation of food volume using circular referents in dietary assessment

机译:在膳食评估中使用基于循环对象的基于图像的食物量估计

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摘要

Measuring food volume (portion size) is a critical component in both clinical and research dietary studies. With the wide availability of cell phones and other camera-ready mobile devices, food pictures can be taken, stored or transmitted easily to form an image based dietary record. Although this record enables a more accurate dietary recall, a digital image of food usually cannot be used to estimate portion size directly due to the lack of information about the scale and orientation of the food within the image. The objective of this study is to investigate two novel approaches to provide the missing information, enabling food volume estimation from a single image. Both approaches are based on an elliptical reference pattern, such as the image of a circular pattern (e.g., circular plate) or a projected elliptical spotlight. Using this reference pattern and image processing techniques, the location and orientation of food objects and their volumes are calculated. Experiments were performed to validate our methods using a variety of objects, including regularly shaped objects and food samples.
机译:在临床和研究饮食研究中,测量食物量(份量)是至关重要的组成部分。随着手机和其他可用于照相机的移动设备的广泛使用,可以轻松拍摄,存储或传输食物图片,从而形成基于图像的饮食记录。尽管此记录可实现更准确的饮食召回,但由于缺少有关图像中食物的比例和方向的信息,通常无法直接使用食物的数字图像来估计份量。这项研究的目的是研究两种新颖的方法来提供缺失的信息,从而能够从单个图像估算食物量。两种方法都基于椭圆参考图案,例如圆形图案(例如,圆形板)或投影的椭圆聚光灯的图像。使用该参考图案和图像处理技术,可以计算出食物对象的位置和方向及其体积。使用各种物体(包括规则形状的物体和食物样品)进行了实验以验证我们的方法。

著录项

  • 来源
    《Journal of food engineering 》 |2012年第1期| p.76-86| 共11页
  • 作者单位

    Department of Neurosurgery, University of Pittsburgh, PA, United States;

    Department of Electrical and Computer Engineering, University of Pittsburgh, PA, United States;

    Department of Psychiatry, University of Pittsburgh, PA, United States;

    Department of Electrical and Computer Engineering, University of Pittsburgh, PA, United States;

    Computational Diagnostics Inc., Pittsburgh, PA, United States;

    Department of Psychiatry, University of Pittsburgh, PA, United States;

    Department of Neurosurgery, University of Pittsburgh, PA, United States,Department of Electrical and Computer Engineering, University of Pittsburgh, PA, United States;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    dietary assessment; volume estimation; circular referent; image processing;

    机译:饮食评估;数量估算;循环指称图像处理;

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