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COMPLEXITY ANALYSIS OF SCALABLE MOTION- COMPENSATED WAVELET VIDEO DECODERS

机译:可伸缩运动补偿小波视频解码器的复杂度分析

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Scalable wavelet video coders based on Motion Compensated Temporal Filtering (MCTF) have been shown to exhibit good coding efficiency over a large range of bit-rates, in addition to providing spatial, temporal and SNR scalabilities. However, the complexity of these wavelet video coding schemes has not been thoroughly investigated. In this paper, we analyze the computational complexity of a fully-scalable MCTF-based wavelet video decoder that is likely to become part of the emerging MPEG-21 standard. We model the change in computational complexity of various components of the decoder as a function of bit-rate, encoding parameters such as filter types for spatial and temporal decomposition and the number of decomposition levels, and sequence characteristics. A key by-product of our analysis is the observation that fixed-function hardware accelerators are not appropriate for implementing these next generation fully scalable video decoders. The absolute complexity of the various functional units as well as their relative complexity varies depending on the transmission bit-rate, thereby requiring different hardware/software architecture support at different bit-rates. To cope with these variations, a preliminary architecture comprising of a reconfigurable co-processor and a general purpose processor is proposed as an implementation platform for these video decoders. We also propose an algorithm to utilize the co-processor efficiently.
机译:已经证明,基于运动补偿时间滤波(MCTF)的可伸缩小波视频编码器除了提供空间,时间和SNR可伸缩性之外,还在大范围的比特率上显示出良好的编码效率。但是,这些小波视频编码方案的复杂性尚未得到彻底研究。在本文中,我们分析了完全可扩展的基于MCTF的小波视频解码器的计算复杂度,该解码器很可能会成为新兴的MPEG-21标准的一部分。我们将解码器各个组件的计算复杂度的变化建模为比特率,编码参数(例如,用于空间和时间分解的滤波器类型,分解级别的数量以及序列特征)的函数。我们分析的一个关键副产品是观察到固定功能硬件加速器不适用于实现这些下一代完全可扩展的视频解码器。各种功能单元的绝对复杂度及其相对复杂度根据传输比特率而变化,从而需要以不同比特率支持不同的硬件/软件体系结构。为了应对这些变化,提出了由可重配置协处理器和通用处理器组成的初步架构,作为这些视频解码器的实现平台。我们还提出了一种有效利用协处理器的算法。

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