Regularity-Constrained Fast Sine Transforms

نویسندگان

چکیده

This letter proposes a fast implementation of the regularity-constrained discrete sine transform (R-DST). The original DST \textit{leaks} lowest frequency (DC: direct current) components signals into high (AC: alternating subbands. property is not desired in many applications, particularly image processing, since most natural images concentrate DC subband. characteristic filter banks whereby they do leak AC subbands called \textit{regularity}. While an R-DST has been proposed, it no because singular value decomposition (SVD) its internal algorithm. In contrast, proposed (R-FST) obtained by just appending regularity constraint matrix as postprocessing DST. When size $M\times M$ ($M=2^\ell$, $\ell\in\mathbb{N}_{\geq 1}$), constructed from only $M/2-1$ rotation matrices with angles derived output for constant-valued signal (i.e., signal). Since does require SVD, computation simpler and faster than while keeping all beneficial properties. An processing example shows that R-FST fine selectivity leakage higher coding gain Also, case $M=8$, saved approximately $0.126$ seconds 2-D transformation $512\times 512$ compared fewer extra operations.

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ژورنال

عنوان ژورنال: IEEE Signal Processing Letters

سال: 2022

ISSN: ['1558-2361', '1070-9908']

DOI: https://doi.org/10.1109/lsp.2022.3195673