Mj. Vrhel et al., RAPID COMPUTATION OF THE CONTINUOUS WAVELET TRANSFORM BY OBLIQUE PROJECTIONS, IEEE transactions on signal processing, 45(4), 1997, pp. 891-900
We introduce a fast simple method for computing the real continuous wa
velet transform (CWT), The approach has the following attractive featu
res: It achieves O(N) complexity per scale, the filter coefficients ca
n be analytically obtained by a simple integration, and the algorithm
is faster th;ln a least squares approach with negligible loss in accur
acy, Our method is to use P wavelets per octave and to approximate the
m with their oblique projection onto a space defined by a compactly su
pported scaling function, The wavelet templates are expanded to larger
sizes (octaves) using the two-scale relation and zero-padded filterin
g, Error bounds are presented to justify the use of an oblique project
ion over an orthogonal one. All the filters are FIR with the exception
of one filter, which is implemented using a fast recursive algorithm.