A Mobile-Based Diet Monitoring System for Obesity Management.

Journal of health & medical informatics Pub Date : 2018-01-01 Epub Date: 2018-04-06 DOI:10.4172/2157-7420.1000307
Bruno Vieira Resende E Silva, Milad Ghiasi Rad, Juan Cui, Megan McCabe, Kaiyue Pan
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引用次数: 13

Abstract

Personal diet management is key to fighting the obesity epidemic. Recent advances in smartphones and wearable sensor technologies have empowered automated food monitoring through food image processing and eating episode detection, with the goal to conquer drawbacks of traditional food journaling that is labour intensive, inaccurate, and low adherent. In this paper, we present a new interactive mobile system that enables automated food recognition and assessment based on user food images and provides dietary intervention while tracking users' dietary and physical activities. In addition to using techniques in computer vision and machine learning, one unique feature of this system is the realization of real-time energy balance monitoring through metabolic network simulation. As a proof of concept, we have demonstrated the use of this system through an Android application.

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一种用于肥胖管理的移动饮食监测系统。
个人饮食管理是对抗肥胖流行的关键。智能手机和可穿戴传感器技术的最新进展通过食品图像处理和进食事件检测实现了自动化食品监控,旨在克服传统食品日志劳动密集型、不准确和低粘附性的缺点。在本文中,我们提出了一种新的交互式移动系统,该系统可以根据用户的食物图像进行自动食物识别和评估,并在跟踪用户的饮食和身体活动的同时提供饮食干预。除了使用计算机视觉和机器学习技术外,该系统的一个独特之处在于通过代谢网络模拟实现实时能量平衡监测。作为概念验证,我们通过一个Android应用程序演示了该系统的使用。
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