Notes on Fourier-Bessel wavelets

arXiv:2609.26537 · cs.LG, cs.CV, cs.NA, math.NA · Submitted 2026-09-22 · Read on arXiv

cs.LG, cs.CV, cs.NA, math.NA

Submitted: 2026-09-22

Updated: 2026-09-22

Code: https://github.com/Smee18/FourierBesselWavelets

License: http://creativecommons.org/licenses/by/4.0/

The gist: These notes develop the mathematical foundations and construction of a Fourier-Bessel wavelet family inspired by the disk harmonics of Shaqfa et al.[9].

Terminology

Abstract

These notes develop the mathematical foundations and construction of a Fourier-Bessel wavelet family inspired by the disk harmonics of Shaqfa et al.[9]. We begin with the relevant properties of Bessel and modified Bessel functions and introduce the wavelet properties required for the construction. We then derive the Fourier-Bessel disk harmonics as solutions to the Helmholtz equation on the unit disk subject to a Neumann boundary condition. Building on this basis, we construct a wavelet family by applying a Gaussian spatial envelope and introducing a zero-mean correction for the zeroth angular order. We derive the corresponding normalisation constants for L squared-based applications and discuss L 1-based normalisation for frequency-domain peak consistency. Finally, we derive a closed-form Fourier-domain representation of the resulting wavelets. The main motivation is the approximately linear spacing, which converges to π between consecutive radial eigenvalues. Rather than replacing the conventional dyadic organisation of wavelet families, this construction lays out the foundation to explore whether a more uniform radial frequency allocation can be useful for applications in which broad and balanced frequency coverage is desirable.

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