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Million-scale near-duplicate video retrieval system

Published: 28 November 2011 Publication History

Abstract

In this paper, we present a novel near-duplicate video retrieval system serving one million web videos. To achieve both the effectiveness and efficiency, a visual word based approach is proposed, which quantizes each video frame into a word and represents the whole video as a bag of words. The system can respond to a query in 41ms with 78.4% MAP on average.

References

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J. Huang, S. Ravi Kumar, M. Mitra, W.-J. Zhu, and R. Zabih. Spatial color indexing and applications. IJCV, 1999.
[2]
D. Li, L. Yang, X.-S. Hua, and H.-J. Zhang. Large-scale robust visual codebook construction. In ACM MM, 2010.
[3]
M. Muja and D. G. Lowe. Fast approximate nearest neighbors with automatic algorithm configuration. In VISSAPP, 2009.
[4]
L. Shang, L. Yang, F. Wang, K.-P. Chan, and X.-S. Hua. Real-time large scale near-duplicate video retrieval. In ACM MM, 2010.
[5]
J. Song, Y. Yang, Z. Huang, H. T. Shen, and R. Hong. Multiple feature hashing for real-time large scale near-duplicate video retrieval. In ACM MM, 2011.

Cited By

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  • (2025)Balancing Efficiency and Accuracy: An Analysis of Sampling for Video Copy DetectionMultiMedia Modeling10.1007/978-981-96-2054-8_9(111-124)Online publication date: 3-Jan-2025
  • (2024)Not All Pairs are Equal: Hierarchical Learning for Average-Precision-Oriented Video RetrievalProceedings of the 32nd ACM International Conference on Multimedia10.1145/3664647.3681110(3828-3837)Online publication date: 28-Oct-2024
  • (2024)Fast Video Deduplication and Localization With Temporal Consistence Re-RankingIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2024.342042234:11(12006-12018)Online publication date: Nov-2024
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  1. Million-scale near-duplicate video retrieval system

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    Published In

    cover image ACM Conferences
    MM '11: Proceedings of the 19th ACM international conference on Multimedia
    November 2011
    944 pages
    ISBN:9781450306164
    DOI:10.1145/2072298

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 28 November 2011

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    Author Tags

    1. large scale
    2. near-duplicate
    3. video retrieval

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    MM '11
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    MM '11: ACM Multimedia Conference
    November 28 - December 1, 2011
    Arizona, Scottsdale, USA

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    Overall Acceptance Rate 2,145 of 8,556 submissions, 25%

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    Cited By

    View all
    • (2025)Balancing Efficiency and Accuracy: An Analysis of Sampling for Video Copy DetectionMultiMedia Modeling10.1007/978-981-96-2054-8_9(111-124)Online publication date: 3-Jan-2025
    • (2024)Not All Pairs are Equal: Hierarchical Learning for Average-Precision-Oriented Video RetrievalProceedings of the 32nd ACM International Conference on Multimedia10.1145/3664647.3681110(3828-3837)Online publication date: 28-Oct-2024
    • (2024)Fast Video Deduplication and Localization With Temporal Consistence Re-RankingIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2024.342042234:11(12006-12018)Online publication date: Nov-2024
    • (2024)A Novel Multi-Modal Approach for Keyword-Based Video Retrieval: Leveraging Audio and Text Analysis2024 International Conference on Intelligent Computing and Emerging Communication Technologies (ICEC)10.1109/ICEC59683.2024.10837358(1-6)Online publication date: 23-Nov-2024
    • (2024)The 2023 video similarity dataset and challengeComputer Vision and Image Understanding10.1016/j.cviu.2024.103997243(103997)Online publication date: Jun-2024
    • (2024)Similarity-based ranking of videos from fixed-size one-dimensional video signatureDiscover Computing10.1007/s10791-024-09459-027:1Online publication date: 14-Aug-2024
    • (2023)Video Retrieval for Everyday Scenes With Common ObjectsProceedings of the 2023 ACM International Conference on Multimedia Retrieval10.1145/3591106.3592239(565-570)Online publication date: 12-Jun-2023
    • (2023)Video Infringement Detection via Feature Disentanglement and Mutual Information MaximizationProceedings of the 31st ACM International Conference on Multimedia10.1145/3581783.3612002(144-152)Online publication date: 26-Oct-2023
    • (2023)Learning Multi-scale Representations with Single-stream Network for Video Retrieval2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)10.1109/CVPRW59228.2023.00656(6166-6176)Online publication date: Jun-2023
    • (2023)Self-Supervised Video Similarity Learning2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)10.1109/CVPRW59228.2023.00504(4756-4766)Online publication date: Jun-2023
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