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YFCC100M: the new data in multimedia research

Published: 25 January 2016 Publication History
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  • Abstract

    This publicly available curated dataset of almost 100 million photos and videos is free and legal for all.

    References

    [1]
    Bernd, J., Borth, D., Elizalde, B., Friedland, G., Gallagher, H., Gottlieb, L.R., Janin, A., Karabashlieva, S., Takahashi, J., and Won, J. The YLI-MED corpus: Characteristics, procedures, and plans. Computing Research Repository Division of arXiv abs/1503.04250 (Mar. 2015).
    [2]
    Borgman, C.L. The conundrum of sharing research data. Journal of the American Society for Information Science and Technology 63, 6 (Apr. 2012), 1059--1078.
    [3]
    Choi, J., Thomee, B., Friedland, G., Cao, L., Ni, K., Borth, D., Elizalde, B., Gottlieb, L., Carrano, C., Pearce, R., and Poland, D. The placing task: A large-scale geo-estimation challenge for social-media videos and images. In Proceedings of the Third ACM International Workshop on Geotagging and Its Applications in Multimedia (Orlando, FL, Nov. 3--7). ACM Press, New York, 2014, 27--31.
    [4]
    Crandall, D. J., Backstrom, L., Huttenlocher, D., and Kleinberg, J. Mapping the world's photos. In Proceedings of the 18th IW3C2 International Conference on the World Wide Web (Madrid, Spain, Apr. 20--24). ACM Press, New York, 2009, 761--770.
    [5]
    Deng, J., Dong, W., Socher, R., Li, L., Li, K., and Fei-Fei, L. ImageNet: A large-scale hierarchical image database. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (Miami, FL, June 20--25). IEEE Press, New York, 2009. 248--255.
    [6]
    Facebook, Ericsson, and Qualcomm. A Focus on Efficiency. Technical Report, Internet.org, 2013; https://web.archive.org/web/20150402101302/http://internet.org/efficiencypaper
    [7]
    Fienberg, S.E., Martin, M.E., and Straf, M.L. Eds. (National Research Council). Sharing Research Data. National Academy Press, Washington, D.C., 1985; http://www.nap.edu/catalog/2033/sharing-research-data
    [8]
    Good, J. How many photos have ever been taken?. Internet Archive Wayback Machine, Sept. 2011; https://web.archive.org/web/20150203215607/http://blog.1000memories.com/94-number-of-photos-ever-taken-digital-and-analog-in-shoebox
    [9]
    Hays, J. and Efros, A.A. IM2GPS: Estimating geographic information from a single image. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (Anchorage, AK, June 23--28). IEEE Press, New York, 2008.
    [10]
    Hecht, B., Hong, L., Suh, B., and Chi, E. H. Tweets from Justin Bieber's heart: The dynamics of the location field in user profiles. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (Vancouver, Canada, May 7--12). ACM Press, New York, 2011, 237--246.
    [11]
    Jia, Y., Shelhamer, E., Donahue, J., Karayev, S., Long, J., Girshick, R. B., Guadarrama, S., and Darrell, T. Caffe: Convolutional architecture for fast feature embedding. In Proceedings of the 22nd ACM International Conference on Multimedia (Orlando, FL, Nov. 3--7). ACM Press, New York, 2014, 675--678.
    [12]
    Kremerskothen, K. Welcome the Internet archive to the commons. Flickr, San Francisco, CA, Aug. 2014; https://blog.flickr.net/2014/08/29/welcome-the-internet-archive-to-the-commons/
    [13]
    Krizhevsky, A., Sutskever, I., and Hinton, G.E. ImageNet classification with deep convolutional neural networks. In Proceedings of Advances in Neural Information Processing Systems (Lake Tahoe, CA, Dec 3--8). Curran Associates, Red Hook, NY, 2012, 1097--1105.
    [14]
    Li, L., Socher, R., and Fei-Fei, L. Towards total scene understanding: Classification, annotation and segmentation in an automatic framework. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (Miami, FL, June 20--25). IEEE Press, New York, 2009, 2036--2043.
    [15]
    Rattenbury, T., Good, N., and Naaman, M. Towards automatic extraction of event and place semantics from Flickr tags. In Proceedings of the 30th ACM International Conference on Research and Development in Information Retrieval (Amsterdam, the Netherlands, July 23--27). ACM Press, New York, 2007, 103--110.
    [16]
    Renear, A.H., Sacchi, S., and Wickett, K.M. Definitions of dataset in the scientific and technical literature. In Proceedings of the 73rd Annual Meeting of the American Society for Information Science and Technology (Pittsburgh, PA, Oct. 22--27). Association for Information Science and Technology, Silver Spring, MD, 2010, article 81.
    [17]
    Snavely, N., Seitz, S., and Szeliski, R. Photo tourism: Exploring photo collections in 3D. ACM Transactions on Graphics 25, 3 (July 2006), 835--846.
    [18]
    Swan, A. and Brown, S. To Share or Not to Share: Publication and Quality Assurance of Research Data Outputs. Technical Report. Research Information Network, London, U.K., 2008.
    [19]
    Van Dijck, J. Digital photography: Communication, identity, memory. Visual Communication 7, 1 (Feb. 2008), 57--76.
    [20]
    Wilson, M.L., Chi, E.H., Reeves, S., and Coyle, D. RepliCHI: The workshop II. In Proceedings of the International Conference on Human Factors in Computing Systems, Extended Abstracts (Toronto, Canada, Apr. 26--May 1). ACM Press, New York, 2014, 33--36.
    [21]
    Yelp. Yelp Dataset Challenge. Yelp, San Francisco, CA; http://yelp.com/dataset_challenge/
    [22]
    YouTube. YouTube press statistics. YouTube, San Bruno, CA; http://youtube.com/yt/press/statistics.html

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    Published In

    cover image Communications of the ACM
    Communications of the ACM  Volume 59, Issue 2
    February 2016
    110 pages
    ISSN:0001-0782
    EISSN:1557-7317
    DOI:10.1145/2886013
    • Editor:
    • Moshe Y. Vardi
    Issue’s Table of Contents
    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 the author(s) 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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    New York, NY, United States

    Publication History

    Published: 25 January 2016
    Published in CACM Volume 59, Issue 2

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