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Structuring of lifelog captured with multiple sensors by using neural network

Published: 12 December 2010 Publication History

Abstract

The data related to our life experiences is called lifelog and it can easily be collected these days. Although lifelog research has been conducted for a long time, its application is still under development. In our research, we aimed at structuring of a lifelog with multiple sensors for the purpose of the application such as tools to recall memories. We actually captured a lifelog data with a device that has multiple sensors, and we estimated the events, i.e., the participants' activities. Then, the system correctly estimated events 70.4% of the time. Moreover, we efficiently showed the estimated results on the viewer we created. Finally, we verified the effectiveness of the research in experiment with two participants.

References

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Aizawa, K. 2005. Capture and processing of life log: Wearable, ubiquitous, automobile. Proceedings of the Annual Conference on JSAI 19, 3A3-01.
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Doherty, A., and Smeaton, A. 2008. Automatically segmenting lifelog data into events. In Image Analysis for Multimedia Interactive Services, 2008. WIAMIS'08. Ninth International Workshop on, 20--23.
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Gemmell, J., Bell, G., and Lueder, R. 2006. Mylifebits: a personal database for everything. Communications of the ACM 49, 1, 88--95.
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Lin, W., and Hauptmann, A. 2006. Structuring continuous video recordings of everyday life using time- constrained clustering. In Proceedings of SPIE, vol. 6073, 111--119.
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Ohya, T., Yamaguchi, M., R. Ueoka, T. Tanikawa, and Hirose, M. 2007. Interface methods with the meeting history for lifelog. Human Interface. Correspondences on human interface 9, 4, 43--46.
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Cited By

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  • (2012)Life logging practice for human behavior modeling2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC)10.1109/ICSMC.2012.6378185(2873-2878)Online publication date: Oct-2012
  • (2011)Lifelog event managementProceedings of the 2011 joint ACM workshop on Modeling and representing events10.1145/2072508.2072518(43-48)Online publication date: 30-Nov-2011

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cover image ACM Conferences
VRCAI '10: Proceedings of the 9th ACM SIGGRAPH Conference on Virtual-Reality Continuum and its Applications in Industry
December 2010
399 pages
ISBN:9781450304597
DOI:10.1145/1900179
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 12 December 2010

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Author Tags

  1. lifelog
  2. neural network
  3. visualization
  4. wearable camera

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Overall Acceptance Rate 51 of 107 submissions, 48%

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Cited By

View all
  • (2012)Life logging practice for human behavior modeling2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC)10.1109/ICSMC.2012.6378185(2873-2878)Online publication date: Oct-2012
  • (2011)Lifelog event managementProceedings of the 2011 joint ACM workshop on Modeling and representing events10.1145/2072508.2072518(43-48)Online publication date: 30-Nov-2011

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