Examining Memory in Reconstruction Distortion: Dropping Additional Packets to Improve Video Quality

Jacob Chakareski, J. Apostolopoulos
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Abstract

The source coding process and the packet loss process create certain dependencies between encoded video units in terms of the reconstruction distortion of the video signal at the receiver in case of transmission over packet erasure channels. In this paper, we examine the importance of this "distortion memory" via a specific class of memory-based models denoted Distortion Chains that are used for predicting the distortion of the reconstructed video signal in case of missing multiple packets at the receiver. We show that taking into account even the smallest amount of memory that is possible can yield substantial gains in terms of prediction accuracy and packet selection (packet dropping) performance. An additional and rather surprising result of our study is the fact that in certain situations dropping an additional video packet (which could otherwise be delivered) can actually improve the quality of the reconstructed video
在重构失真中检查记忆:丢弃额外的数据包以提高视频质量
源编码过程和丢包过程在编码视频单元之间产生一定的依赖关系,这是由于在包擦除信道上传输时视频信号在接收器处的重构失真。在本文中,我们通过一类特定的基于记忆的模型来检验这种“失真记忆”的重要性,这些模型被称为失真链,用于预测在接收器丢失多个数据包的情况下重构视频信号的失真。我们表明,即使考虑到最小的内存量,也可以在预测准确性和数据包选择(数据包丢弃)性能方面产生实质性的收益。我们研究的另一个令人惊讶的结果是,在某些情况下,丢弃一个额外的视频包(否则可以传递)实际上可以提高重建视频的质量
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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