PACT CAM: Wearable Sensor System to Capture the Details of Cigarette Smoking in Free-Living

M. Imtiaz, D. Hossain, V. Senyurek, Prajakta Belsare, E. Sazonov
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引用次数: 2

Abstract

Recently, body-worn sensor systems have extensively been studied to assess the manifestations of cigarette smoking in the free-living. This paper provides a detailed description of a camera-based wearable sensor system, PACT CAM, that can capture the most relevant images of cigarette smoking at every second from the eye level. Along with a 5MP camera, PACT CAM includes inertial sensors to detect the wearer’s motion, a micro-SD card capable of storing ~1 million images, a rechargeable LiPo battery to support the image capture for ~32 hours with a single charge, etc. This circuitry was enclosed within a plastic enclosure with a provision to facilitate attachment to the eye-glass temple of the wearer. To support multi-day data collection, imaging was configured to pause while the sensor system was stationary or put to charge, and resume while out of inactivity or removed from the charger. During this inactivity state, the system was configured to enter into the low power sleep mode with ~0.05mA power consumption. The EXIF header of the captured images contained detailed information on the image capture timestamp, inactivity time, the wearer’s walking steps at the moment of image capture, etc. This EXIF information can be accessed from a computer application without requiring the manual image review. The smoking context, as captured objectively by PACT CAM for multiple days, is critical to infer the overall smoking behavior of a person and select proper cessation intervention methods. The performance of PACT CAM was also validated involving two volunteer smokers wearing it for multiple days.
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PACT CAM:可穿戴传感器系统,捕捉自由生活中吸烟的细节
近年来,人们对穿戴式传感器系统进行了广泛的研究,以评估自由生活中吸烟的表现。本文详细介绍了一种基于摄像头的可穿戴传感器系统PACT CAM,该系统可以从眼睛高度捕捉每秒钟最相关的吸烟图像。除了500万像素的摄像头外,PACT CAM还包括用于检测佩戴者运动的惯性传感器,能够存储约100万张图像的微型sd卡,可充电的LiPo电池,一次充电可支持约32小时的图像采集等。该电路被封闭在一个塑料外壳内,该外壳有一个规定,以方便连接到佩戴者的眼镜太阳穴。为了支持多日的数据采集,传感器系统处于静止状态或充电时,成像会暂停,当传感器系统不活动或从充电器中取出时,成像会恢复。在此不活动状态下,系统被配置为进入低功耗休眠模式,功耗为~0.05mA。捕获图像的EXIF标头包含图像捕获时间戳、不活动时间、图像捕获时刻佩戴者的行走步数等详细信息。可以从计算机应用程序访问该EXIF信息,而无需手动检查图像。PACT CAM连续多天客观捕获的吸烟环境对于推断一个人的整体吸烟行为和选择适当的戒烟干预方法至关重要。PACT CAM的性能也在两名志愿吸烟者身上得到了验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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