Compression of VQM features for low bit-rate video quality monitoring

Mina Makar, Y. Lin, A. Araújo, B. Girod
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引用次数: 3

Abstract

Reduced reference video quality assessment techniques provide a practical and convenient way of evaluating the quality of a processed video. In this paper, we propose a method to efficiently compress standardized VQM (Video Quality Model) [1] features to bit-rates that are small relative to the transmitted video. This is achieved through two stages of compression. In the first stage, we remove the redundancy in the features by only transmitting the necessary original video features at the lowest acceptable resolution for the calculation of the final VQM value. The second stage involves using the features of the processed video at the receiver as side-information for efficient entropy coding and reconstruction of the original video features. Experimental results demonstrate that our approach achieves high compression ratios of more than 30× with small error in the final VQM values.
压缩VQM特性,用于低比特率视频质量监控
简化参考视频质量评价技术为评价处理后的视频质量提供了一种实用方便的方法。在本文中,我们提出了一种有效压缩标准化VQM (Video Quality Model,视频质量模型)[1]特征到相对于传输视频而言较小的比特率的方法。这是通过两个压缩阶段实现的。在第一阶段,我们通过仅以最低可接受的分辨率传输必要的原始视频特征来消除特征中的冗余,以计算最终的VQM值。第二阶段是利用接收端处理视频的特征作为侧信息进行有效的熵编码和原始视频特征的重建。实验结果表明,该方法实现了30倍以上的高压缩比,且最终VQM值误差很小。
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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