This paper extends the existing theory of perfect reconstruction two-channel filter banks from bipartite graphs to non-bipartite graphs. By generalizing the concept of downsampling/upsampling we establish the frame of two-channel filter bank on arbitrary connected, undirected and weighted graphs. Then the equations for perfect reconstruction of the filter banks are presented and solved under proper conditions. Algorithms for designing orthogonal and biorthogonal banks are given and two typical orthogonal two-channel filter banks are calculated. The locality and approximation properties of such filter banks are discussed theoretically and experimentally.
翻译:本文将完美重构的双通道滤波器组理论从二分图扩展到非二分图。通过将下采样/上采样的概念推广到任意连接的、无向、加权图上,建立了任意图上的双通道滤波器组模型。接着,提出并解决了在适当条件下实现该滤波器组的完美重构方程。还提供了设计正交和伪正交滤波器组的算法,并计算了两种典型的正交双通道滤波器组。在理论和实验上讨论了这样的滤波器组的局部性和逼近性质。