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A near-duplicate 3D video detection algorithm by using hypercomplex representations

机译:使用超复杂表示的近乎重复的3D视频检测算法

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摘要

Copyright protection is still a crucial open issue in the 3D video industry with the development of 3DTV coupled with the increasing 3D video spread over the internet. In this paper a novel video fingerprinting is proposed for near-duplicate 3D video detection. Instead of generating fingerprints from the color frames and the depth maps separately, the proposed algorithm processes them in a holistic manner. The hypercomplex representation developed from the RGB and depth components is used to represent the 3D contents as quaternion frames and a novel quaternion centroid of the spatio-temporal gradient orientations is exploited to generate 3D video fingerprints based on these quaternion frames. Comprehensive experiments are conducted to evaluate the performance of the proposed method, and the results show that the proposed near-duplicate 3D video detection algorithm outperforms the state-of-the-art approaches in terms of robustness and discrimination. And the proposed fingerprints are also more compact than the existing approaches.
机译:随着3DTV的发展以及互联网上越来越多的3D视频的传播,版权保护仍然是3D视频行业中至关重要的开放问题。本文提出了一种新颖的视频指纹识别技术,用于近乎重复的3D视频检测。代替从彩色帧和深度图分别生成指纹,所提出的算法以整体方式处理它们。由RGB和深度分量组成的超复杂表示形式用于将3D内容表示为四元数帧,并利用时空梯度方向的新型四元数质心来基于这些四元数帧生成3D视频指纹。进行了全面的实验以评估该方法的性能,结果表明,在鲁棒性和可辨别性方面,所提出的近重复3D视频检测算法优于最新方法。并且所提出的指纹也比现有方法更紧凑。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2017年第1期|1055-1071|共17页
  • 作者单位

    Peking Univ, Inst Big Data Technol, Shenzhen Grad Sch, Commun & Informat Secur Lab, Beijing, Peoples R China;

    Peking Univ, Inst Big Data Technol, Shenzhen Grad Sch, Commun & Informat Secur Lab, Beijing, Peoples R China;

    Peking Univ, Inst Big Data Technol, Shenzhen Grad Sch, Commun & Informat Secur Lab, Beijing, Peoples R China;

    Peking Univ, Inst Big Data Technol, Shenzhen Grad Sch, Commun & Informat Secur Lab, Beijing, Peoples R China;

    Peking Univ, Inst Big Data Technol, Shenzhen Grad Sch, Commun & Informat Secur Lab, Beijing, Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Near-duplicate 3D video detection; Video fingerprint; Quaternion; Hypercomplex representation;

    机译:近似重复的3D视频检测;视频指纹;四元数;超复杂表示;

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