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A fast rate-optimized motion estimation algorithm for low-bit-rate video coding

机译:用于低比特率视频编码的快速速率优化运动估计算法

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Motion estimation is known to be the main bottleneck in real-time encoding applications, and the search for an effective motion estimation algorithm (in terms of computational complexity and compression efficiency) has been a challenging problem for years. This paper describes a new block-matching algorithm that is much faster than the full search algorithm and occasionally even produces better rate-distortion curves than the full search algorithms. We observe that a piecewise continuous motion field reduces the bit rate for differentially encoded motion vectors. Our motion estimation algorithm exploits the spatial correlations of motion vectors effectively in the sense of producing better rate-distortion curves. Furthermore, we incorporate such correlations in a multiresolution framework to reduce the computational complexity. Simulation shows that this method is successful because of the homogeneous and reliable estimation of the displacement vectors. In nine out of our ten benchmark simulations, the performance of the full search algorithm and that of our subblock multiresolution method is about the same. In one out of our ten benchmark simulations, our method has improvement.
机译:运动估计是实时编码应用程序中的主要瓶颈,而寻找有效的运动估计算法(就计算复杂性和压缩效率而言)多年来一直是一个难题。本文介绍了一种新的块匹配算法,该算法比完全搜索算法快得多,有时甚至比完全搜索算法产生更好的速率失真曲线。我们观察到分段连续运动场降低了差分编码运动矢量的比特率。我们的运动估计算法在产生更好的速率失真曲线的意义上有效地利用了运动矢量的空间相关性。此外,我们将此类相关性纳入多分辨率框架中,以降低计算复杂性。仿真表明,该方法是成功的,因为它对位移矢量进行了均匀可靠的估计。在十个基准模拟中,有九个模拟的完全搜索算法的性能与子块多分辨率方法的性能大致相同。在十个基准模拟中,有十个模拟模拟中的一种得到了改进。

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