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Notes on Fourier-Bessel wavelets

arXiv 2609.26537 ↗First posted 22 Sep 2026cs.LG cs.CV cs.NAcited by 0

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Abstract (arXiv)

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 L2-based applications and discuss L1-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.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 2 of its 11 references that are in the map. First posted on arXiv 22 Sep 2026.

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References · 2

  1. 2014Rigid-Motion Scattering for Texture Classificationcited by 52
  2. 2018Solid Harmonic Wavelet Scattering for Predictions of Molecule Propertiescited by 12

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