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Rate Allocation in Predictive Video Coding Using a Convex Optimization Framework

机译:使用凸优化框架的预测视频编码中的速率分配

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Optimal rate allocation is among the most challenging tasks to perform in the context of predictive video coding, because of the dependencies between frames induced by motion compensation. In this paper, using a recursive rate-distortion model that explicitly takes into account these dependencies, we approach the frame-level rate allocation as a convex optimization problem. This technique is integrated into the recent HEVC encoder, and tested on several standard sequences. Experiments indicate that the proposed rate allocation ensures a better performance (in the rate-distortion sense) than the standard HEVC rate control, and with a little loss with respect to an optimal exhaustive research, which is largely compensated by a much shorter execution time.
机译:最佳速率分配是在预测视频编码的情况下要执行的最具挑战性的任务之一,因为运动补偿引起的帧之间存在依赖性。在本文中,使用明确考虑了这些依赖性的递归速率失真模型,我们将帧级速率分配作为凸优化问题进行处理。这项技术已集成到最新的HEVC编码器中,并在几种标准序列上进行了测试。实验表明,提出的速率分配确保了比标准HEVC速率控制更好的性能(在速率失真方面),并且相对于最佳详尽研究而言损失很小,这在很大程度上由较短的执行时间所补偿。

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