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Integrated tool chain for recording and handling large, multimodal context recognition data sets

Published: 26 September 2010 Publication History

Abstract

The demo will present a tool chain for recording, monitoring, labeling, and manipulation of complex multimodal data sets for activity recognition. The tool chain is comprehensive (going from logging, through labeling, monitoring to post processing and managing the data), integrated (with all tools being able to cooperate on joint data sets), and build around comfortable graphical user interfaces.

References

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}}D. Cook, M. Schmitter-Edgecombe, A. Crandall, C. Sanders, B. Thomas. Collecting and disseminating smart home sensor data in the CASAS project. Proc. of the CHI Workshop on Developing Shared Home Behavior Datasets to Advance HCI and Ubiquitous Computing Research, 2009.
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}}Stiefmeier, T., Roggen, D., Ogris, G., Lukowicz, P., Troster,G., Wearable Activity Tracking in Car Manufacturin, IEEE Pervasive Computing, Special issue on Activity-Based Computing Vol. 7:2, 2008, 42--5.
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}}P.Lukowicz, et al. Recording a complex, multimodal activity data set for context recogntion in: Workshop on Context-Systems Design, Evaluation and Optimisation at ARCS, 2010, Hannover, Germany, 201.
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}}Stiefmeier, T., Ogris, G., Junker, H., Lukowicz, P., Troster, G.: Combining motion sensors and ultrasonic hands tracking for continuous activity recognition in a maintenance scenario. In: Proc. 10th IEEE Int. Symposium on Wearable Computers. ISWC 2006.
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}}Yan, T., Marzilli, M., Holmes, R., Ganesan, D., Corner, M.: : mCrowd - A Platform for Mobile Crowdsourcing. In Proc. SenSys'09, 2009.
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}}Saponas, T.S., Lester, J., Froehlich, J., Fogarty, J. Landay, J.: iLearn on the iPhone: Real-Time Human Activity Classification on Commodity Mobile Phones. In Proc. of the 27th international conference on Human factors in computing systems, 2008, 1043--1052.
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}}Bannach, D. Amft, O., Lukowicz, P.: Rapid Prototyping of Activity Recognition Applications. IEEE Pervasive Computing, Special issue on Activity-Based Computing V ol.7:2, 2008, 22--31.

Cited By

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  • (2022)What Actually Works for Activity Recognition in Scenarios with Significant Domain Shift: Lessons Learned from the 2019 and 2020 Sussex-Huawei ChallengesSensors10.3390/s2210361322:10(3613)Online publication date: 10-May-2022
  • (2019)Synchronization between Sensors and Cameras in Movement Data Labeling FrameworksProceedings of the 2nd Workshop on Data Acquisition To Analysis10.1145/3359427.3361920(37-39)Online publication date: 10-Nov-2019
  • (2019)A Formative Study for Record-time Manual Annotation of First-person VideosProceedings of the 21st International Conference on Human-Computer Interaction with Mobile Devices and Services10.1145/3338286.3344403(1-6)Online publication date: 1-Oct-2019
  • Show More Cited By

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  1. Integrated tool chain for recording and handling large, multimodal context recognition data sets

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      Published In

      cover image ACM Conferences
      UbiComp '10 Adjunct: Proceedings of the 12th ACM international conference adjunct papers on Ubiquitous computing - Adjunct
      September 2010
      203 pages
      ISBN:9781450302838
      DOI:10.1145/1864431

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      • University of Florida: University of Florida

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      Association for Computing Machinery

      New York, NY, United States

      Publication History

      Published: 26 September 2010

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      Author Tags

      1. activity recognition
      2. context
      3. sensing
      4. toolsets

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      • Demonstration

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      Ubicomp '10
      Ubicomp '10: The 2010 ACM Conference on Ubiquitous Computing
      September 26 - 29, 2010
      Copenhagen, Denmark

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      Overall Acceptance Rate 764 of 2,912 submissions, 26%

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      Cited By

      View all
      • (2022)What Actually Works for Activity Recognition in Scenarios with Significant Domain Shift: Lessons Learned from the 2019 and 2020 Sussex-Huawei ChallengesSensors10.3390/s2210361322:10(3613)Online publication date: 10-May-2022
      • (2019)Synchronization between Sensors and Cameras in Movement Data Labeling FrameworksProceedings of the 2nd Workshop on Data Acquisition To Analysis10.1145/3359427.3361920(37-39)Online publication date: 10-Nov-2019
      • (2019)A Formative Study for Record-time Manual Annotation of First-person VideosProceedings of the 21st International Conference on Human-Computer Interaction with Mobile Devices and Services10.1145/3338286.3344403(1-6)Online publication date: 1-Oct-2019
      • (2018)The University of Sussex-Huawei Locomotion and Transportation Dataset for Multimodal Analytics With Mobile DevicesIEEE Access10.1109/ACCESS.2018.28589336(42592-42604)Online publication date: 2018
      • (2017)A Versatile Annotated Dataset for Multimodal Locomotion Analytics with Mobile DevicesProceedings of the 15th ACM Conference on Embedded Network Sensor Systems10.1145/3131672.3136976(1-2)Online publication date: 6-Nov-2017
      • (2016)Collective Sensing PlatformsParticipatory Sensing, Opinions and Collective Awareness10.1007/978-3-319-25658-0_6(115-133)Online publication date: 14-May-2016
      • (2014)3rd workshop on recent advances in behavior prediction and pro-active pervasive computingProceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct Publication10.1145/2638728.2641675(415-420)Online publication date: 13-Sep-2014
      • (2014)ShinyProceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct Publication10.1145/2638728.2638798(283-286)Online publication date: 13-Sep-2014
      • (2014)In the blink of an eyeProceedings of the 5th Augmented Human International Conference10.1145/2582051.2582066(1-4)Online publication date: 7-Mar-2014
      • (2014)Ubicon and its applications for ubiquitous social computingThe New Review of Hypermedia and Multimedia10.1080/13614568.2013.87348820:1(53-77)Online publication date: 1-Jan-2014
      • Show More Cited By

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