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Rate-Distortion Optimized Video Summary Generation and Transmission Over Packet Lossy Networks

机译:速率失真优化的视频摘要生成和通过有损网络传输

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The goal of video summarization is to select key frames from a video sequence in order to generate an optimal summary that can accommodate constraints on viewing time, storage, or bandwidth. While video summary generation without transmission considerations has been studied extensively, the problem of rate-distortion optimized summary generation and transmission in a packet-lossy network has gained little attention. We consider the transmission of summarized video over a packet-lossy network such as the Internet. We depart from traditional rate control methods by not sacrificing the image quality of each transmitted frame but instead focusing on the frames that can be dropped without seriously affecting the quality of the video sequence. We take into account the packet loss probability, and use the end-to-end distortion to optimize the video quality given constraints on the temporal rate of the summary. Different network scenarios such as when a feedback channel is not available, and when a feedback channel is available with the possibility of retransmission, are considered. In each case, we assume a strict end-to-end delay constraint such that the summarized video can be viewed in real-time. We show simulation results for each case, and also discuss the case when the feedback delay may not be constant.
机译:视频摘要的目的是从视频序列中选择关键帧,以便生成可以适应观看时间,存储或带宽限制的最佳摘要。尽管已经广泛研究了不考虑传输的视频摘要生成,但是在分组有损网络中速率失真优化的摘要生成和传输的问题很少引起关注。我们考虑通过诸如因特网之类的分组损耗网络来传输摘要视频。我们通过不牺牲每个传输帧的图像质量,而是专注于可以丢弃的帧而不会严重影响视频序列质量的方式来摆脱传统的速率控制方法。我们考虑了数据包丢失的可能性,并在给定摘要时间速率的条件下,使用端到端失真来优化视频质量。考虑了不同的网络方案,例如,当反馈信道不可用时,以及当反馈信道可用且可能重传时。在每种情况下,我们都采用严格的端到端延迟约束,以便可以实时查看摘要视频。我们显示每种情况的仿真结果,并讨论反馈延迟可能不恒定的情况。

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