{"title":"婴幼儿喂养过程睁眼/闭眼检测传感器系统","authors":"Tonmoy Ghosh, E. Sazonov, P. Chandler-Laney","doi":"10.1109/SENSORS43011.2019.8956719","DOIUrl":null,"url":null,"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.","PeriodicalId":6710,"journal":{"name":"2019 IEEE SENSORS","volume":"54 1","pages":"1-4"},"PeriodicalIF":0.0000,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Sensor System for Open/Closed Eye Detection in Infants During Feeding\",\"authors\":\"Tonmoy Ghosh, E. Sazonov, P. Chandler-Laney\",\"doi\":\"10.1109/SENSORS43011.2019.8956719\",\"DOIUrl\":null,\"url\":null,\"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.\",\"PeriodicalId\":6710,\"journal\":{\"name\":\"2019 IEEE SENSORS\",\"volume\":\"54 1\",\"pages\":\"1-4\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 IEEE SENSORS\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/SENSORS43011.2019.8956719\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 IEEE SENSORS","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SENSORS43011.2019.8956719","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Sensor System for Open/Closed Eye Detection in Infants During Feeding
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.