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Design of orthogonal and biorthogonal lapped transforms satisfying perception related constraints

机译:满足感知相关约束的正交和双正交重叠变换的设计

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We propose a new efficient method for the design of orthogonal and biorthogonal lapped transforms for image coding applications. It is shown how perception related constraints such as decay and smoothness of the filters' impulse responses can be incorporated in the optimization procedure. A decomposition of lapped transforms (orthogonal and biorthogonal) with 50% overlap leads to an efficient recursive optimization procedure, which is robust with respect to initial solutions. The importance of this decomposition lies in the fact that it allows to decouple the design of the even-symmetric and the odd-symmetric filters and hence drastically reduces the number of variables to be optimized. It furthermore reveals all the variables predetermined by perception related and coding-efficiency related constraints imposed on the filters. We present design and coding examples demonstrating the perceptual performance and the rate distortion performance of the resulting transforms.
机译:我们提出了一种用于图像编码应用的正交和双正交重叠变换设计的新有效方法。它显示了如何将与感知相关的约束(例如滤波器的脉冲响应的衰减和平滑度)纳入优化过程。具有50%重叠的重叠变换(正交和双正交)的分解导致有效的递归优化过程,该过程相对于初始解是鲁棒的。这种分解的重要性在于,它允许解耦偶数和奇数滤波器的设计,从而大大减少了要优化的变量的数量。此外,它揭示了由施加在滤波器上的与感知相关和与编码效率相关的约束所预先确定的所有变量。我们提供设计和编码示例,这些示例演示了所得变换的感知性能和速率失真性能。

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