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A Fast Perceptual Surveillance Video Coding (PSVC) Based on Background Model-Driven JND Estimation

机译:基于背景模型驱动的JND估计的快速感知监视视频编码(PSVC)

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Perceptual video coding (PVC) optimization has been an important video coding technique, which can be consistent with the perception characteristics of the human visual system (HVS). Currently, PVC schemes incorporating the just noticeable distortion (JND) model can obtain better performance gain in all PVC schemes. To further accelerate the JND computation for real-time video coding applications (e.g. surveillance video coding and conference video coding), this paper proposes a fast perceptual surveillance video coding (PSVC) scheme based on background model-driven JND estimation method. First, to utilize the surveillance scene characteristics, the computation complexity of JND estimation can be significantly decreased by reusing the content complexity of background regions. Then we apply the perceptive video coding scheme into the background modeling-based surveillance video codec. The proposed scheme adopts background modeling frame as background anchor. Experimental results show that the proposed scheme can yield remarkable time saving of 42.33% maximum and on average 34.76% with approximate bitrate reductions and similar subjective quality, compared to HEVC and other state-of-the-art schemes.
机译:感知视频编码(PVC)优化已经是一个重要的视频编码技术,其可以与人类视觉系统(HVS)的感知特性一致。目前,包含仅明显的明显失真(JND)模型的PVC方案可以在所有PVC方案中获得更好的性能增益。为了进一步加速实时视频编码应用的JND计算(例如监视视频编码和会议视频编码),本文提出了一种基于背景模型驱动的JND估计方法的快速感知监视视频编码(PSVC)方案。首先,利用监控场景特征,通过重用背景区域的内容复杂性,可以显着降低JND估计的计算复杂度。然后,我们将感知视频编码方案应用于基于背景建模的监视视频编解码器。该方案采用背景建模框架作为背景锚。实验结果表明,与HEVC和其他最先进的计划相比,该方案可以产生显着节省42.33%,平均较高34.36%,平均比特率减少和类似主观质量。

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