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Segmentation-based wavelet transform for still-image compression

机译:基于分割的小波变换,用于静止图像压缩

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Abstract: In order to address simultaneously the two functionalities, content-based scalability required by MPEG-4, we introduce a segmentation-based wavelet transform (SBWT). SBWT takes into account both the mathematical properties of multiresolution analysis and the flexibility of region-based approaches for image compression. The associated methodology has two stages: 1) image segmentation into convex and polygonal regions; 2) 2D-wavelet transform of the signal corresponding to each region. In this paper, we have mathematically studied a method for constructing a multiresolution analysis (V$-j$/$+Omega$/)j $epsilon N adapted to a polygonal region which provides an adaptive region-based filtering. The explicit construction of scaling functions, pre-wavelets and orthonormal wavelets bases defined on a polygon is carried out by using scaling functions is established by using the theory of Toeplitz operators. The corresponding expression can be interpreted as a location property which allow defining interior and boundary scaling functions. Concerning orthonormal wavelets and pre-wavelets, a similar expansion is obtained by taking advantage of the properties of the orthogonal projector P($-V$-j$/$+ approximately ega$/) perpendicular from the space V$-j$/$+ approximately ega$/ $PLU 1 onto the space (V$- j$/$+ approximately ega$/) perpendicular. Finally the mathematical results provide a simple and fast algorithm adapted to polygonal regions. !26
机译:摘要:为了同时解决MPEG-4所需的两种功能(基于内容的可伸缩性),我们引入了基于分段的小波变换(SBWT)。 SBWT同时考虑了多分辨率分析的数学特性和基于区域的图像压缩方法的灵活性。相关的方法有两个阶段:1)将图像分割为凸形和多边形区域; 2)对应于每个区域的信号的2D小波变换。在本文中,我们已经数学研究了一种构建多分辨率分析(V $ -j $ / $ + Omega $ /)j epsilon N的方法,该方法适合于提供基于区域自适应滤波的多边形区域。利用Toeplitz算子理论建立了尺度函数,尺度函数,前小波和正交小波在多边形上的显式构造。可以将相应的表达式解释为location属性,该属性允许定义内部和边界缩放函数。关于正交小波和预小波,通过利用垂直投影机P($-V $ -j $ / $ +大约ega $ /)垂直于空间V $ -j $ /的特性,可以得到类似的扩展。 $ +大约ega $ / $ PLU 1垂直于空间(V $-j $ / $ +大约ega $ /)。最终,数学结果提供了一种适用于多边形区域的简单快速的算法。 !26

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