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Design of low-complexity wavelet-based image codec

机译:基于低复杂度小波的图像编解码器设计

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Abstract: This work proposes the use of the external wavelet transform (EWT) and the scalable binary description (S-BiD) technique to reduce the memory requirement and the processing time for wavelet-based image compression methods, in the stage of the wavelet transform as well as the quantization and coding of wavelet coefficients. With EWT, one performs the wavelet transform on an image stored in a less expensive but slower buffer with the help of a small fast cache. With the S-BiD technique, wavelet coefficients are partitioned into wavelet blocks. Each block is small enough to be fetched into the cache to be coded completely. Wavelet coefficients are quantized into a set of interleaved bit-streams that describe three layers in the quantization hierarchy, i.e. blocks, subbands and coefficients, respectively. The resulting codec finds wide applications. It can be easily implemented in a DSP or used to compress a very large image without tiling. It can generate good compressed images even with a cache memory less than 4 Kbyte. With a cache memory of 16 Kbyte, its PSNR performance is comparable with all other codecs while it has a very fast coding speed. The maximum size of the wavelet block that can be processed is limited by the size of the cache memory. The coding efficiency of this codec increases with a larger block size.!7
机译:摘要:本文提出在小波变换阶段使用外部小波变换(EWT)和可扩展二进制描述(S-BiD)技术来减少基于小波的图像压缩方法的内存需求和处理时间以及小波系数的量化和编码。借助EWT,人们可以借助小型高速缓存对存储在价格较低但速度较慢的缓冲区中的图像执行小波变换。利用S-BiD技术,小波系数被划分为小波块。每个块都足够小,可以提取到缓存中以进行完整编码。小波系数被量化为一组交错的比特流,这些比特流描述了量化层次结构中的三个层,分别是块,子带和系数。最终的编解码器得到了广泛的应用。它可以轻松地在DSP中实现,也可以用于压缩非常大的图像而无需平铺。即使缓存小于4 KB,它也可以生成良好的压缩图像。凭借16 KB的缓存,其PSNR性能可与所有其他编解码器相媲美,同时具有非常快的编码速度。可以处理的小波块的最大大小受高速缓存存储器的大小限制。该编解码器的编码效率随着更大的块大小而增加。!7

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