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DO YOU LIVE A HEALTHY LIFE? ANALYZING LIFESTYLE BY VISUAL LIFE LOGGING

2022 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP)(2022)

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摘要
In this work, we investigate the problem of lifestyle analysis and build a visual lifelogging dataset for lifestyle analysis (VLDLA). The VLDLA contains images captured by a wearable camera every 3 seconds from 8:00 am to 6:00 pm for seven days. In contrast to current lifelogging/egocentric datasets, our dataset is suitable for lifestyle analysis as images are taken with short intervals to capture activities of short duration; moreover, images are taken continuously from morning to evening to record all the activities performed by a user. Based on our dataset, we classify the user activities in each frame and use three latent fluents of the user, which change over time and are associated with activities, to measure the healthy degree of the user's lifestyle. Experimental results show that our method can be used to analyze the healthiness of users' lifestyles.
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关键词
lifelogging datasets,lifestyle analysis,activity analysis,healthy degree,latent fluents
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