TY - JOUR
T1 - Analytic and directional wavelet packets in the space of periodic signals
AU - Averbuch, Amir
AU - Neittaanmäki, Pekka
AU - Zheludev, Valery
N1 - Publisher Copyright:
© 2023 Elsevier Inc.
PY - 2023/11
Y1 - 2023/11
N2 - The paper presents a versatile library of analytic and quasi-analytic complex-valued wavelet packets (WPs) which originate from discrete splines of arbitrary orders. The real parts of the quasi-analytic WPs are the regular spline-based orthonormal WPs designed in [4]. The imaginary parts are the so-called complementary orthonormal WPs, which, unlike the symmetric regular WPs, are antisymmetric. Tensor products of 1D quasi-analytic WPs provide a diversity of 2D WPs oriented in multiple directions. The designed computational scheme in the paper enables us to get fast and easy implementation of the WP transforms. The presented WPs proved to be efficient in signal/image processing applications such as restoration of images degraded by either additive noise or missing of up to 90% of their pixels.
AB - The paper presents a versatile library of analytic and quasi-analytic complex-valued wavelet packets (WPs) which originate from discrete splines of arbitrary orders. The real parts of the quasi-analytic WPs are the regular spline-based orthonormal WPs designed in [4]. The imaginary parts are the so-called complementary orthonormal WPs, which, unlike the symmetric regular WPs, are antisymmetric. Tensor products of 1D quasi-analytic WPs provide a diversity of 2D WPs oriented in multiple directions. The designed computational scheme in the paper enables us to get fast and easy implementation of the WP transforms. The presented WPs proved to be efficient in signal/image processing applications such as restoration of images degraded by either additive noise or missing of up to 90% of their pixels.
KW - Analytic wavelet packet
KW - Directional wavelet packet
KW - Discrete periodic splines
KW - Image denoising and impainting
UR - http://www.scopus.com/inward/record.url?scp=85164661950&partnerID=8YFLogxK
U2 - 10.1016/j.acha.2023.06.006
DO - 10.1016/j.acha.2023.06.006
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AN - SCOPUS:85164661950
SN - 1063-5203
VL - 67
JO - Applied and Computational Harmonic Analysis
JF - Applied and Computational Harmonic Analysis
M1 - 101571
ER -