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Embedded Image Coding Based on Context Classification and Quadtree Ordering in Wavelet Packet Domain

机译:小波包域中基于上下文分类和四叉树排序的嵌入式图像编码

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This paper presents an embedded wavelet packet image coding algorithm which is based on context classification and quadtree ordering (CCAQO). To match up well with the quadtree-based embedded coder, a new cost function for the best basis selection is adopted in discrete wavelet packet transform (DWPT). In addition, combined with the structure of the best wavelet packet basis, a complete quadtree representation of wavelet packet coefficients is established to explore the ordering procedure of embedded image coding. Since subband correlation is mainly captured by significance coding, our focus is on significance coding. The significance probability of wavelet coefficient is estimated by convoluting a 9x9 FIR filter matrix kernel with the significance states of neighboring coefficients, and then a context classifier based on Lloyd-Max algorithm is used to categorize the wavelet coefficients with the same or similar significance probability into several contexts. The significance state of wavelet coefficient with respect to a given threshold is encoded using adaptive arithmetic coder based on the classified context. Due to the optimal context classifier and the flexible quadtree representation ability of wavelet packet coefficients, the proposed CCAQO embedded image coder offers improvement in subjective and objective quality for texture-rich images and experimental results show that it offers coding performance superior to or comparable to the state-of-the-art image coders.
机译:本文提出了一种基于上下文分类和四叉树排序(CCAQO)的嵌入式小波包图像编码算法。为了与基于四叉树的嵌入式编码器很好地匹配,在离散小波包变换(DWPT)中采用了用于最佳基础选择的新成本函数。此外,结合最佳小波包的结构,建立了完整的小波包系数的四叉树表示,以探索嵌入式图像编码的排序过程。由于子带相关性主要是通过重要性编码来捕获的,因此我们的重点是重要性编码。通过将9x9 FIR滤波器矩阵核与相邻系数的显着状态进行卷积来估计小波系数的显着概率,然后使用基于Lloyd-Max算法的上下文分类器将具有相同或相似显着概率的小波系数分类为几种情况。相对于给定阈值的小波系数的有效状态基于分类的上下文使用自适应算术编码器进行编码。由于具有最佳的上下文分类器和小波包系数的灵活的四叉树表示能力,所提出的CCAQO嵌入式图像编码器可改善纹理丰富的图像的主观和客观质量,实验结果表明,其编码性能优于或可与之媲美。最新的图像编码器。

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