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Low bit-rate video coding via mode-dependent adaptive regression for wireless visual communications

机译:通过基于模式的自适应回归进行低比特率视频编码,用于无线视觉通信

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In this paper, a practical video coding scheme is developed to realize state-of-the-art video coding efficiency with lower encoder complexity at low bit-rate, while supporting standard compliance and error resilience. Such an architecture is particularly attractive for wireless visual communications. At the encoder, multiple descriptions of a video sequence are generated in the spatio-temporal domain by temporal multiplexing and spatial adaptive downsampling. The resulting side descriptions are interleaved with each other in temporal domain, and still with conventional square sample grids in spatial domain. As such, each side description can be compressed without any change to existing video coding standards. At the decoder, each side description is first decompressed, and then reconstructed to original resolution with the help of the other side description. In this procedure, the decoder recover the original video sequence in a constrained least squares regression process, using 2D or 3D piecewise autoregressive model according to different prediction modes. In this way, the spatial and temporal correlation is sufficiently explored to achieve superior quality. Experiment results demonstrate the proposed video coding scheme outperforms H.264 in rate-distortion performance at low bit-rates and achieves superior visual quality at medium bit-rates as well.
机译:在本文中,开发了一种实用的视频编码方案,以实现最新的视频编码效率,同时以低比特率实现较低的编码器复杂性,同时支持标准一致性和错误恢复能力。这种架构对于无线视觉通信特别有吸引力。在编码器处,通过时间复用和空间自适应下采样在时空域中生成视频序列的多个描述。所得的侧面描述在时域中相互交错,在空间域中仍与常规的正方形样本网格交错。这样,可以在不对现有视频编码标准进行任何更改的情况下压缩每个辅助说明。在解码器中,首先对每个辅助描述进行解压缩,然后在另一个辅助描述的帮助下将其重建为原始分辨率。在此过程中,解码器根据不同的预测模式,使用2D或3D分段自回归模型,在受约束的最小二乘回归过程中恢复原始视频序列。以此方式,充分探索了空间和时间相关性,以实现卓越的质量。实验结果表明,所提出的视频编码方案在低比特率下的码率失真性能优于H.264,并且在中等比特率下也能实现出色的视觉质量。

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