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Keep an eye on your photos: automatic image tagging on mobile devices

Published: 23 September 2014 Publication History

Abstract

In this paper we present how to tag images automatically based on the image and sensor data from a mobile device. We developed a system that computes low-level tags using the image itself and meta data. Based on these tags and previous user tags we learn high-level tags. With a client-server-implementation we source out computational expensive algorithms to recommend the tags as fast as possible. We show what are the best feature extraction methods in combination with a machine learning technique to recommend good tags.

References

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Bambha, M., Anderson, T., Pearman, S., and Roussilhon, V. Automatic image tagging, 2010. U.S. Classification: 382/118; 345/620; 709/217.
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Binti Zakaria, L. Q., Lewis, P., and Hall, W. Automatic image tagging by using image content analysis. In The International Conference on Informatics and Applications (ICIA2012) (2012), 91101.
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Leong, C. W., Mihalcea, R., and Hassan, S. Text mining for automatic image tagging. In Proceedings of the 23rd International Conference on Computational Linguistics: Posters, COLING '10, Association for Computational Linguistics (Stroudsburg, PA, USA, 2010), 647--655.
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Qin, C., Bao, X., Roy Choudhury, R., and Nelakuditi, S. TagSense: a smartphone-based approach to automatic image tagging. In Proceedings of the 9th international conference on Mobile systems, applications, and services, MobiSys '11, ACM (2011), 114.
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Cited By

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  • (2022)Tags You Don’t Forget: Gamified Tagging of Personal ImagesEntertainment Computing - ICEC 201510.1007/978-3-319-24589-8_23(301-314)Online publication date: 10-Mar-2022
  • (2017)A survey on context-aware mobile visual recognitionMultimedia Systems10.1007/s00530-016-0523-823:6(647-665)Online publication date: 1-Nov-2017
  • (2016)Tag your emotionsProceedings of the 18th International Conference on Human-Computer Interaction with Mobile Devices and Services Adjunct10.1145/2957265.2961836(846-853)Online publication date: 6-Sep-2016

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    cover image ACM Conferences
    MobileHCI '14: Proceedings of the 16th international conference on Human-computer interaction with mobile devices & services
    September 2014
    664 pages
    ISBN:9781450330046
    DOI:10.1145/2628363
    Permission to make digital or hard copies of part or all 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 third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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    New York, NY, United States

    Publication History

    Published: 23 September 2014

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    Author Tags

    1. automatic tagging
    2. image tagging
    3. machine vision
    4. mobile device
    5. recommendation

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    MobileHCI '14 Paper Acceptance Rate 35 of 124 submissions, 28%;
    Overall Acceptance Rate 202 of 906 submissions, 22%

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    Cited By

    View all
    • (2022)Tags You Don’t Forget: Gamified Tagging of Personal ImagesEntertainment Computing - ICEC 201510.1007/978-3-319-24589-8_23(301-314)Online publication date: 10-Mar-2022
    • (2017)A survey on context-aware mobile visual recognitionMultimedia Systems10.1007/s00530-016-0523-823:6(647-665)Online publication date: 1-Nov-2017
    • (2016)Tag your emotionsProceedings of the 18th International Conference on Human-Computer Interaction with Mobile Devices and Services Adjunct10.1145/2957265.2961836(846-853)Online publication date: 6-Sep-2016

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