Sensor System for Open/Closed Eye Detection in Infants During Feeding

Tonmoy Ghosh, E. Sazonov, P. Chandler-Laney
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Abstract

Rapid weight gain during infancy expands the threat of obesity. Currently, there is a lack of tools to monitor the feeding behavior of infants. This paper presents a sensor system and a method for inspecting satiety cues exhibited by infants during feeding in the form of opening/closing of the eyes. Open eyes and vigorous sucking indicate an alert, actively feeding infant, while eye closing in combination with a slower frequency or lower strength of sucking indicate that an infant is getting full and falling asleep. The monitoring is performed by a sensor system consisting of a feeding bottle instrumented with a camera to monitor facial expression and a pressure sensor to monitor sucking. A method for open eye detection is proposed based on the histograms of oriented gradients features and multi-stage cascade classifier. In a pilot study of 4 infants, a recall value of 82.40% and F1-score of 80.79% was achieved while testing on 914 infant images.
婴幼儿喂养过程睁眼/闭眼检测传感器系统
婴儿时期体重的迅速增加增加了肥胖的威胁。目前,缺乏监测婴儿喂养行为的工具。本文介绍了一种检测婴儿在喂养过程中以睁眼/闭眼形式表现的饱腹感信号的传感系统和方法。睁着眼睛和有力的吸吮表明婴儿警觉,积极地喂养,而闭上眼睛并结合较慢的频率或较低的吸吮强度表明婴儿正在吃饱和入睡。监测由一个传感器系统执行,该传感器系统由一个装有摄像头的喂养瓶和一个压力传感器组成,该传感器用于监测面部表情和监测吸吮。提出了一种基于方向梯度特征直方图和多级级联分类器的睁眼检测方法。在4名婴儿的试点研究中,对914张婴儿图像进行测试,记忆率为82.40%,f1得分为80.79%。
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