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tutorial

Interactive Video Search: Where is the User in the Age of Deep Learning?

Published: 15 October 2018 Publication History

Abstract

In this tutorial we discuss interactive video search tools and methods, review their need in the age of deep learning, and explore video and multimedia search challenges and their role as evaluation benchmarks in the field of multimedia information retrieval. We cover three different campaigns (TRECVID, Video Browser Showdown, and the Lifelog Search Challenge), discuss their goals and rules, and present their achieved findings over the last half-decade. Moreover, we talk about datasets, tasks, evaluation procedures, and examples of interactive video search tools, as well as how they evolved over the years. Participants of this tutorial will be able to gain collective insights from all three challenges and use them for focusing their research efforts on outstanding problems that still remain unsolved in this area.

References

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George Awad, Asad Butt, Jonathan Fiscus, Martial Michel, David Joy, Wessel Kraaij, Alan F. Smeaton, Georges Quénot, Maria Eskevich, Roeland Ordelman, Gareth J. F. Jones, and Benoit Huet. 2017. TRECVID 2017: Evaluating Ad-hoc and Instance Video Search, Events Detection, Video Captioning and Hyperlinking. In Proceedings of TRECVID 2017. NIST, USA.
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Werner Bailer and Herwig Rehatschek. 2009. Comparing Fact Finding Tasks and User Survey for Evaluating a Video Browsing Tool. In Proceedings of ACM Multimedia. Beijing, CN.
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Nancy A Chinchor, James J Thomas, Pak Chung Wong, Michael G Christel, and William Ribarsky. 2010. Multimedia analysis+ visual analytics= multimedia analytics. IEEE computer graphics and applications, Vol. 30, 5 (2010), 52--60.
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Claudiu Cobârzan, Klaus Schoeffmann, Werner Bailer, Wolfgang Hürst, Adam Blavz ek, Jakub Lokovc, Stefanos Vrochidis, Kai Uwe Barthel, and Luca Rossetto. 2017. Interactive video search tools: a detailed analysis of the video browser showdown 2015. Multimedia Tools and Applications, Vol. 76, 4 (2017), 5539--5571.
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Duc-Tien Dang-Nguyen, Klaus Schoeffmann, and Wolfgang Hurst. 2018. LSE2018 Panel - Challenges of Lifelog Search and Access. In Proceedings of the 2018 ACM Workshop on The Lifelog Search Challenge (LSC '18). ACM, New York, NY, USA, 1--2.
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Aaron Duane, Cathal Gurrin, and Wolfgang Huerst. 2018. Virtual Reality Lifelog Explorer: Lifelog Search Challenge at ACM ICMR 2018. In Proceedings of the 2018 ACM Workshop on The Lifelog Search Challenge (LSC '18). ACM, New York, NY, USA, 20--23.
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Christoph Kofler, Martha Larson, and Alan Hanjalic. 2016. User intent in multimedia search: a survey of the state of the art and future challenges. ACM Computing Surveys (CSUR), Vol. 49, 2 (2016), 36.
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Martha Larson, Mohammad Soleymani, Guillaume Gravier, Bogdan Ionescu, and Gareth JF Jones. 2017. The benchmarking initiative for multimedia evaluation: MediaEval 2016. IEEE MultiMedia, Vol. 24, 1 (2017), 93--96.
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J. Lokovc, W. Bailer, K. Schoeffmann, B. Muenzer, and G. Awad. 2018a. On influential trends in interactive video retrieval: Video Browser Showdown 2015--2017. IEEE Transactions on Multimedia (2018), 1--1.
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Jakub Lokovc, Gregor Kovalvc'i k, and Tomá vs Souvcek. 2018b. Revisiting SIRET Video Retrieval Tool. In MultiMedia Modeling - 24th International Conference, MMM 2018, Bangkok, Thailand, February 5--7, 2018, Proceedings, Part II. 419--424.
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Jakub Lokovc, Tomá vs Souvcek, and Gregor Kovalvc'i k. 2018c. Using an Interactive Video Retrieval Tool for LifeLog Data. In Proceedings of the 2018 ACM Workshop on The Lifelog Search Challenge, LSC@ICMR 2018, Yokohama, Japan, June 11, 2018. 15--19.
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Bernd Münzer, Andreas Leibetseder, Sabrina Kletz, Manfred Jürgen Primus, and Klaus Schoeffmann. 2018. lifeXplore at the Lifelog Search Challenge 2018. Proceedings of the 2018 ACM Workshop on The Lifelog Search Challenge (LSC '18). ACM, New York, NY, USA, 3--8.
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Manfred Jürgen Primus, Bernd Münzer, Andreas Leibetseder, and Klaus Schoeffmann. 2018. The ITEC Collaborative Video Search System at the Video Browser Showdown 2018. In International Conference on Multimedia Modeling. Springer, 438--443.
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Klaus Schoeffmann, Marco A. Hudelist, and Jochen Huber. 2015. Video Interaction Tools: A Survey of Recent Work. ACM Comput. Surv., Vol. 48, 1, Article 14 (Sept. 2015), 34 pages.
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Marcel Worring, Paul Sajda, Simone Santini, David A Shamma, Alan F Smeaton, and Qiang Yang. 2012. Where is the user in multimedia retrieval? IEEE MultiMedia, Vol. 19, 4 (2012), 6--10.

Cited By

View all
  • (2021)10 years of video browser showdownProceedings of the 2nd ACM International Conference on Multimedia in Asia10.1145/3444685.3450215(1-3)Online publication date: 7-Mar-2021
  • (2020)Interactive Learning for Multimedia at LargeAdvances in Information Retrieval10.1007/978-3-030-45439-5_33(495-510)Online publication date: 8-Apr-2020
  • (2019)Exquisitor at the Lifelog Search Challenge 2019Proceedings of the ACM Workshop on Lifelog Search Challenge10.1145/3326460.3329156(7-11)Online publication date: 5-Jun-2019
  • Show More Cited By

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Published In

cover image ACM Conferences
MM '18: Proceedings of the 26th ACM international conference on Multimedia
October 2018
2167 pages
ISBN:9781450356657
DOI:10.1145/3240508
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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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 15 October 2018

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Author Tags

  1. evaluation of retrieval results
  2. interactive video retrieval
  3. retrieval models and ranking
  4. video browsing

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  • Tutorial

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MM '18
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MM '18: ACM Multimedia Conference
October 22 - 26, 2018
Seoul, Republic of Korea

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MM '18 Paper Acceptance Rate 209 of 757 submissions, 28%;
Overall Acceptance Rate 995 of 4,171 submissions, 24%

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MM '24
The 32nd ACM International Conference on Multimedia
October 28 - November 1, 2024
Melbourne , VIC , Australia

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Cited By

View all
  • (2021)10 years of video browser showdownProceedings of the 2nd ACM International Conference on Multimedia in Asia10.1145/3444685.3450215(1-3)Online publication date: 7-Mar-2021
  • (2020)Interactive Learning for Multimedia at LargeAdvances in Information Retrieval10.1007/978-3-030-45439-5_33(495-510)Online publication date: 8-Apr-2020
  • (2019)Exquisitor at the Lifelog Search Challenge 2019Proceedings of the ACM Workshop on Lifelog Search Challenge10.1145/3326460.3329156(7-11)Online publication date: 5-Jun-2019
  • (2019)Interactive Video Retrieval in the Age of Deep LearningProceedings of the 2019 on International Conference on Multimedia Retrieval10.1145/3323873.3326588(2-4)Online publication date: 5-Jun-2019
  • (2019)Exquisitor at the Video Browser Showdown 2020MultiMedia Modeling10.1007/978-3-030-37734-2_72(796-802)Online publication date: 24-Dec-2019

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