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ZhiWo: Activity tagging and recognizing system from personal lifelogs

机译:志伟:个人生活日志中的活动标记和识别系统

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摘要

With the increasing use of mobile devices as personal record- ing, communication and sensing tools, extracting the seman- tics of life activities through sensed data (photos, accelerom- eter, GPS etc.) is gaining widespread public awareness. A person who engages in long-term personal sensing is engag- ing in a process of lifelogging. Lifelogging typically involves using a range of (wearable) sensors to capture raw data, to segment into discrete activities, to annotate and subse- quently to make accessible by search or browsing tools. In this paper, we present an intuitive lifelog activity record- ing and management system called ZhiWo. By using a su- pervised machine learning approach, sensed data collected by mobile devices are automatically classified into different types of daily human activities and these activities are inter- preted as life activity retrieval units for personal archives.
机译:随着越来越多地使用移动设备作为个人记录,通信和传感工具,通过传感数据(照片,加速度计,GPS等)提取生活活动的语义正在获得广泛的公众意识。从事长期个人感知的人正在参与生活记录。生命日志通常涉及使用一系列(可穿戴)传感器来捕获原始数据,划分为离散的活动,进行注释并随后通过搜索或浏览工具进行访问。在本文中,我们介绍了一个名为ZhiWo的直观的生活日志活动记录和管理系统。通过使用监督的机器学习方法,由移动设备收集的感测数据会自动分类为不同类型的日常人类活动,并将这些活动解释为个人档案的生活活动检索单元。

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