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Joint source-channel coding with allpass filtering source shaping for image transmission over noisy channels

机译:具有全通滤波源整形的联合源通道编码,用于在噪声通道上传输图像

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Abstract: In this paper, we proposed a fixed-length robust joint source- channel coding (JSCC) scheme for image transmission over noisy channels. Three channel models are studied: binary symmetric channels (BSC) and additive white Gaussian noise (AWGN) channels for memoryless channels, and Gilbert-Elliott channels (GEC) for bursty channels. We derive, in this research, an explicit operational rate-distortion (R-D) function, which represents an end-to-end error measurement that includes errors due to both quantization and channel noise. In particular, we are able to incorporate the channel transition probability and channel bit error rate into the R-D function in the case of bursty channels. With the operational R-D function, bits are allocated not only among different subsources, but also between source coding and channel coding so that, under a fixed transmission rate, an optimum tradeoff between source coding accuracy and channel error protection can be achieved. This JSCC scheme is also integrated with allpass filtering source shaping to further improve the robustness against channel errors. Experimental results show that the proposed scheme can achieve not only high PSNR performance, but also excellent perceptual quality. Compared with the state-of-the-art JSCC schemes, this proposed scheme outperforms most of them especially when the channel mismatch occurs. !12
机译:摘要:在本文中,我们提出了一种固定长度的鲁棒联合源信道编码(JSCC)方案,用于在噪声信道上传输图像。研究了三种信道模型:用于无记忆信道的二进制对称信道(BSC)和加性高斯白噪声(AWGN)信道,以及用于突发信道的吉尔伯特-艾略特信道(GEC)。在这项研究中,我们得出了一个显式的运算率失真(R-D)函数,该函数表示端到端误差测量,其中包括由于量化和信道噪声引起的误差。特别是,在突发信道的情况下,我们能够将信道转换概率和信道误码率纳入R-D函数。利用可操作的R-D功能,不仅在不同的子源之间分配比特,而且还在源编码和信道编码之间分配比特,从而在固定的传输速率下,可以实现源编码精度和信道错误保护之间的最佳折衷。该JSCC方案还与全通滤波源整形集成在一起,以进一步提高针对信道错误的鲁棒性。实验结果表明,该方案不仅可以实现较高的PSNR性能,而且可以实现良好的感知质量。与最新的JSCC方案相比,该方案的性能优于大多数JSCC方案,尤其是在发生信道失配时。 !12

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