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Hash-based frame selection for video phylogeny

机译:基于哈希的帧帧选择用于视频系统发育

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摘要

Multimedia phylogeny is a research field that aims at tracing back past history of multimedia documents to discover their ancestral relationships. As an example, it might leverage, with the aid of other side information, forensic analysts to detect who was the first user that published online an illegal content (e.g., child pornography). Although relatively well developed for images, this field is still not fully fledged when it comes to analyzing ancestral and evolutionary relationships among digital videos. Dealing with videos is much more challenging, especially as temporal dimension comes into play. In this vein, one of the pivotal tasks for video phylogeny reconstruction is video synchronization in order to compare temporally coherent near-duplicate frames among pairs of sequences. In this work, we propose an algorithm to efficiently select synchronized frame pairs among videos before calculating their phylogenetic relationships. This approach underpins the video phylogeny reconstruction and leverages the analysis on a reduced subset of frames rather than on the full set, thus decreasing the overall computational time. Experimental results show the effectiveness of the proposed method when temporal transformations are considered (i.e., change of frame rate and temporal clipping at any point in the stream).
机译:Multimedia phylogeny是一项研究领域,旨在追溯多媒体文件的历史,以发现他们的祖先关系。例如,借助于其他侧面信息,法医分析师可以杠杆效果,以检测谁是谁是在线发布的第一用户(例如,儿童色情内容)。虽然对于图像相对良好,但在分析数字视频中的祖传和进化关系方面仍然没有完全删除。处理视频更具挑战性,特别是随着时间的维度发挥作用。在该静脉中,用于视频系统发生重建的枢转任务之一是视频同步,以便在序列成对的对中比较时间相干的近重复帧。在这项工作中,我们提出了一种算法在计算系统发育关系之前有效地选择视频中的同步帧对。该方法为视频系统发育重建并利用了对帧的减少的分析而不是完整集的分析,从而降低了整体计算时间。实验结果表明,当考虑时间转换时所提出的方法的有效性(即,在流中任何点的帧速率和颞夹的变化)。

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