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Joint Source-Channel Coding for Deep-Space Image Transmission using Rateless Codes

机译:用于深空图像传输的联合信源编码   无费率代码

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摘要

A new coding scheme for image transmission over noisy channel is proposed.Similar to standard image compression, the scheme includes a linear transformfollowed by successive refinement scalar quantization. Unlike conventionalschemes, in the proposed system the quantized transform coefficients arelinearly mapped into channel symbols using systematic linear encoders. Thisfixed-to-fixed length "linear index coding" approach avoids the use of anexplicit entropy coding stage (e.g., arithmetic or Huffman coding), which istypically fragile to channel post-decoding residual errors. We use linear codesover GF(4), which are particularly suited for this application, since they arematched to the dead-zone quantizer symbol alphabet and to the QPSK modulationused on the deep-space communication channel. We optimize the proposed systemwhere the linear codes are systematic Raptor codes over GF(4). The ratelessproperty of Raptor encoders allows to achieve a "continuum" of coding rates, inorder to accurately match the channel coding rate to the transmission channelcapacity and to the quantized source entropy rate for each transform subbandand refinement level. Comparisons are provided with respect to theconcatenation of state-of-the-art image coding and channel coding schemes usedby Jet Propulsion Laboratories (JPL) for the Mars Exploration Rover (MER)Mission.
机译:提出了一种新的在噪声通道上进行图像传输的编码方案。类似于标准图像压缩,该方案包括一个线性变换,然后进行逐次细化标量量化。与常规方案不同,在提出的系统中,使用系统线性编码器将量化的变换系数线性映射到信道符号中。这种固定长度的“线性索引编码”方法避免使用明显的熵编码阶段(例如,算术或霍夫曼编码),该阶段通常对于信道后解码残余误差是脆弱的。我们使用GF(4)上的线性编码,由于它们与死区量化器符号字母和在深空通信信道上使用的QPSK调制相匹配,因此特别适合于此应用。我们优化了建议的系统,其中线性代码是基于GF(4)的系统Raptor代码。猛禽编码器的无速率属性允许实现编码速率的“连续”,以便针对每个变换子带和细化水平将信道编码速率与传输信道容量以及量化的源熵速率精确地匹配。在喷气推进实验室(JPL)用于火星探测漫游者(MER)任务的最新图像编码和信道编码方案的级联方面进行了比较。

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